{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "from ggplot import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### `scale_y_reverse`\n",
    "`scale_y_reverse` reverses your y-axis. Its parameters are:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtsAAAIACAYAAABTiaBEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzs3Xt02/V5+PG3Ll/JsmRZtmX5Ltmxk5A7AQo9tP3R29k5\nW7uVnXVnPW1JmVdIAK8tW1kLdZsSA2XAWuhlh3ApJDT0sq3Qbodxztaul3UtsIRACLk5iSVfZMuS\nZesufXX5/ZF9P7USByjgmMbP65/EsvTVR/rI9qNHz/d5TJVKpYIQQgghhBDiTWde6gUIIYQQQghx\nvpJgWwghhBBCiEUiwbYQQgghhBCLRIJtIYQQQgghFokE20IIIYQQQiwSCbaFEEIIIYRYJNalXsBi\nOXjwID/72c+IRqNcc801tLe3L/WShBBCCCHEMnPeZrZbWlr4yEc+QiAQWOqlCCGEEEKIZeq8zWx7\nvd6lXoIQQgghhFjmztvMthBCCCGEEEvt9zqzvXv3blKp1BmXv+9972P16tWveNtEInHGbV0uF263\n+01doxBCCCGEWL5+r4PtLVu2vO7b7t27l5///OdVl11xxRW85z3veaPLEkIIIYQQAvg9D7bfiIsv\nvviM7LfL5SIej1MsFpdoVeee3W4nn88v9TLOGavVSkNDw7LbZ5C9Xk5kr5eH5bbPIHu9XBj7fL44\nb4PtQ4cO8e///u9kMhkef/xxWltb+fjHP66+73a7FywZmZ6eRtf1c7nUJWW1WpfV4zUUi8Vl97hl\nr5cP2evlYbnuM8hei98v522wvWbNGtasWbPUyxBCCCGEEMuYdCMRQgghhBBikUiwLYQQQgghxCKR\nYFsIIYQQQohFIsG2EEIIIYQQi0SCbSGEEEIIIRaJBNtCCCGEEEIsEgm2hRBCCCGEWCQSbAshhBBC\nCLFIJNgWQgghhBBikUiwLYQQQgghxCKRYFsIIYQQQohFIsG2EEIIIYQQi0SCbSGEEEIIIRaJBNtC\nCCGEEEIsEgm2hRBCCCGEWCQSbAshhBBCCLFIJNgWQgghhBBikUiwLYQQQgghxCKRYFsIIYQQQohF\nIsG2EEIIIYQQi0SCbSGEEEIIIRaJBNtCCCGEEEIsEgm2hRBCCCGEWCQSbAshhBBCCLFIJNgWQggh\nhBBikUiwLYQQQgghxCKRYFsIIYQQQohFIsG2EEIIIYQQi8RUqVQqS72It4pcLkcul2M5PSVms5ly\nubzUyzhnTCYTNpuNQqGwrPYZZK+XE9nr5WG57TPIXi8XJpMJj8ez1Mt401iXegFvJTU1NSSTSXRd\nX+qlnDMOh4NsNrvUyzhnNE3D4/GQTqeX1T6D7PVyInu9PCy3fQbZ6+VC07SlXsKbSspIhBBCCCGE\nWCQSbAshhBBCCLFIJNgWQgghhBBikUiwLYQQQgghxCKRYFsIIYQQQohFIsG2EEIIIYQQi0SCbSGE\nEEIIIRaJBNtCCCGEEEIsEgm2hRBCCCGEWCQSbAshhBBCCLFIJNgWQgghhBBikUiwLYQQQgghxCKR\nYFsIIYQQQohFIsG2EEIIIYQQi0SCbSGEEEIIIRaJBNtCCCGEEEIsEgm2hRBCCCGEWCQSbAshhBBC\nCLFIJNgWQgghhBBikUiwLYQQQgghxCKRYFsIIYQQQohFIsG2EEIIIYQQi0SCbSGEEEIIIRaJBNtC\nCCGEEEIsEgm2hRBCCCGEWCTWpV7AYjt27BhPP/00lUqFiy66iHe+851LvSQhhBBCCLFMnNeZ7XK5\nzFNPPcVVV13FDTfcwIEDB5ienl7qZQkhhBBCiGXivA62x8fHaWpqwuPxYLFYWL9+PUeOHFnqZQkh\nhBBCiGXivA62k8kkbrdbfe12u0kkEku4IiGEEEIIsZyc9zXbZ5NIJEilUlWXuVwurNbl9ZRYLBY0\nTVvqZZwzxv4ut30G2evlRPZ6eVhu+wyy18vF+ba/59ejOU1dXR1zc3Pq60QioTLde/fu5ec//3nV\n9a+44gre8573nNM1iqXR0NCw1EsQ54js9fIhe718yF6L3yfndbDd0dHBzMwMs7OzuFwuXnrpJT78\n4Q8DcPHFF7N69eqq67tcLuLxOMVicSmWuyTsdjv5fH6pl3HOWK1WGhoalt0+g+z1ciJ7vTwst30G\n2evlwtjn88V5HWybzWb+6I/+iMcee4xKpcLmzZtpbm4GTtVvz6/nNkxPT6Pr+rle6pKxWq3L6vEa\nisXisnvcstfLh+z18rBc9xlkr8Xvl/M62AZYuXIlK1euXOplCCGEEEKIZei87kYihBBCCCHEUpJg\nWwghhBBCiEUiwbYQQgghhBCLRIJtIYQQQgghFokE20IIIYQQQiwSCbaFEEIIIYRYJBJsCyGEEEII\nsUjO+z7bQrxWpVKJ8fFxcrkck5OTBINBAoEAF110ES6Xa6mXJ4QQQojfQxJsC/F/Dhw4QCKRAGDL\nli3ouo6maezatYv6+no2btyI2SwfBgkhhBDitZNgW4j/Ew6Hqa2tJRAIsHv3bpXZvuCCCzh8+DB7\n9uxRXw8PD5NOp4nFYqxevZpNmzZRqVQ4cOAAIyMjdHd3S3AuhBBCCAm2hTA4nU4AQqFQVWZ79+7d\nZ3xtsVj4x3/8R7Zt28YLL7xAMpmkrq6OG264gf7+fkZGRkin01x88cXs3btXBeCXXXYZVqv82Akh\nhBDLhfzVF+L/jI2N4Xa7icfj6LoOgK7rBIPBM75+97vfzeDgIEePHqWrq4t8Pk8oFKK/v5/bbrvt\nrIH6nj17eMc73rGUD1MIIYQQ55B8xi3E/wkEArjdbgKBAJqmAaBp2oJfj4yMEI/HWbVqFZqmcc01\n15DL5UilUq8YqI+MjLzm9ZRKJfbv38+TTz7J/v37KZfLb+4DFkIIIcSik8y2EP/nsssu43vf+x7v\nfve72bVrF6FQSNVon17DPTExweTkJDabjZ6eHn75y19iMpkYHx/n6aefxuVyUSqVmJiY4NJLL2Xb\ntm2Ew2G6urooFouvqZTkwIEDXHnllSor/sQTT7B58+ZXvV2pVJLacSGEEOItQoJtIf6P1Wqlr6+P\n0dFRjh07RjKZpFAoAJxRs+31emlpaVHdS+DUCZbt7e3ouk48Hqe+vh6/38/Q0BAAjY2NmM1mnnvu\nOVKpVNXJlfODYSNYPnjwID6fj2uvvZZyuUwikeDJJ5981QD69QbpQgghhHjzSbAtxDyFQoFgMMj2\n7dvVZXfeeecZpSEAlUoFr9fL9PQ0qVSKQqGAx+MhHA4DkM/nsVqtZLNZNE1TgXs8HsfhcJDL5YhE\nIhw+fJi1a9eq+zOC5cHBQbZu3crQ0BCDg4N84hOfeE0B9MjIyBnrlWBbCCGEWBry2bIQ8xilI69W\nsx0MBjGZTKRSKVKpFMFgkEgkQjgcJhQKEQwGSaVSZLNZgsEg5XKZaDTK+Pg49fX13H///bS1tREO\nh4lGoxSLReBUVvvo0aPous4DDzyApmnouk4ymVww4D+9rjuXy+H1es9YrxBCCCGWhmS2hZgnEAjQ\n0NBQVbPd09NzxtcAwWBQBcOBQACbzcaxY8fo7u6mUqkwMTFBsVikr6+PdDpNc3Ozut22bdvYunXr\nGV1KDhw4QDKZJBAI0N/fT3NzM5qmUVdXp+5L0zS6u7uBM0tGdu/eTalUYnBwkGQyidvtVkG6EEII\nIc49CbaFmKehoQGfz8fMzIy67Gc/+xmf//zn1dd33nnnGe37LrjgAk6ePElfXx9ut5tYLMa6desw\nmUxUKhUqlQpjY2M0NjYSCASIRCJ8+9vfxmq1EgwGKZVK5HI5RkZG2LlzJ0NDQ9x6660MDAzw8MMP\nU1tby6OPPkosFqO5uVl1NVmoZKRUKlWVwdx1111ceumli/isCSGEEOJspIxEiHnWrl3L4cOHsVqt\n9PT0UFdXt2AZyfj4OM3NzdjtdlasWEE4HFa12rFYDE3TiMfjmM1mZmdnKRaLtLW14Xa7sdvttLS0\n4Ha7yWazlEolampqeP7552lqasJqtZJIJLj77rvVfQ8PD3P11VcTj8fZsmULN9xwA1deeaXKfM9f\nW1tbW9VlRhZcCCGEEOeeZLaFmMdsNtPS0sLzzz+P0+kkm83S2tpaVUbS0NDA8PAwlUoFl8vFiRMn\nAPB4PKqv9saNG3nxxRexWCyMjY1RLBbxer0Ui0Vqa2vx+/2EQiFVSvJP//RPjI6O4vP52L59OxaL\nhUKhQKFQ4NChQzQ2Ni5Yu51IJHjiiScIBoN0d3ezdu1aXnrpJR599FHGxsbo6enhsssuW8qnVAgh\nhFjWJNgW4jQrV64kEomQz+eJRqPY7faqTiC7d++msbFR9d2ORCKq44jf76dYLFIqlejq6mJ0dJTm\n5mZsNhsNDQ0cPHiQiy++mGAwyPj4OLqu85GPfIS5uTkcDgfhcJhYLEZjYyPlchmbzcaaNWsol8sL\n1m63tbVx4YUXVnUbueiii5bw2RNCCCHEfBJsC3Eas9mMxWKhrq6Ouro6amtreeSRRxgdHcXv99PQ\n0MDLL7+supIY3T5qamoolUqk02kA6uvr0XUdl8uFy+ViZmaGpqYmwuEwwWCQ1tZWNE3jQx/6kLpv\nj8dDU1MTdrtdBdT33XcfN910E3fccQctLS088MADzMzMsHr1ajZu3KhuWyqVOHz4MNFolNHRUZXV\nNplMHDhwgFAohN/vlyE3QgghxDkkwbYQC4hEIpTLZbq7uymVSlXfK5VKtLa2qu4ikUiE+vp6Wlpa\nCIVCWK1WQqEQK1aswOVyqQz57Owsvb29DA8PEwgEqK+vZ/fu3eTzeRKJBNlsFo/Hg67rZLNZ3G43\ntbW13Hjjjdx9990MDg4CkE6nVUlJoVDg8OHDjIyM0NzcTCqVOqPLidPplCE3QgghxBKR9JYQC+ju\n7iadTjMwMMDJkyepVCqYzWbMZjMej4d4PI7L5cLtdhMIBLDb7czMzBCLxXC5XPj9foLBILOzs5hM\nJtxuN36/n5mZGQKBAKtXr2Zubo4tW7Zgt9tpbm7G7/fjdrvJ5XI0NTXhcrlUh5IbbriBVCpFMplk\ny5YtfP7zn+exxx7j2Wef5corr+SOO+7g+PHjhMNhdF2no6ODwcFB4vE4hw8fXrBHtxBCCCEWn2S2\nhVjAxo0bsVgsDA0NEY1GVe20xWKhWCzi8/l46aWX0HWdSy+9lKNHj5JKpejs7MThcDA1NUV7ezua\npnHixAkcDgcmk4nW1lY8Hg/pdFqdTBkMBvH5fPj9fvbt24fNZiOXywGoEx+npqbI5/OUy2UVTF91\n1VUcOXKEO+64g7a2NiYnJ2lrayMQCLB9+3a2bt3Kzp07SafTVXXevb297N+/n5GRkVcd/S6EEEKI\nN8ZUqVQqS72It5Lp6ellNQTE4XCQzWaXehnnjKZpNDc3/877nMvlOHHiBFarlUwmg8vlUkNtLBYL\n5XKZ8fFxOjs7cbvdZDIZNE3DarWq4TLlchmz2UyhUMDlchGPx3n55Zd517vehd1uPyPgPXToEGvW\nrAEgm82STqcxmUw0NTUBcOTIEXp6eqhUKmSzWbLZLI2NjRQKBUKhEI2NjUxPT9PX10cikcBsNmO1\nWikUCmiaRrlcVtMvjS4rk5OTagDP9PS0CsaLxSL79+8nkUgQjUbZuHEj0WiURCKB2+1mdHSU7u5u\nLrvsMqzWs7+HL5VKHDhw4DUF+r/LdRfyevf6fCA/18vDcttnkL1eLox9Pl9IZluI1+DZZ58lm81y\n//3384UvfIFwOIzH41EtAPv6+ujo6KBcLjM7O4vdbiefz5NKpbDZbMzOzqpjmUwmMpkMNTU1AExO\nTqrM8/xfqDU1NZw8eVLdxnhfnEgkAHA6nUQiEQCKxSK6rpPL5bBYLDQ3N1MqlWhsbGRqaopisUhN\nTQ3pdFr19QY4duwYiUSCQqHAmjVr2L59O9u3b+emm25iYGCAmZkZfvrTn2Kz2RgfHwfA5/MRjUbZ\nsmULO3fuZMuWLWdMwjyb0ydevlL9+O9yXSGEEOKtSoLteXK5nMpGLhdmsxmHw7HUyzhnjED3d91n\nYzLjs88+y6FDh1S/6/Xr11OpVAgGgyrDDNDa2gqcCqStVivFYpGGhgbi8Tg1NTXkcjnVxSQYDKq+\n20a7QPhtJsNkMqlg2+Px0NnZyYEDB+jq6lKZnWg0itlsxuVykUwmWb16Nel0mkKhQDgcpq6uDpfL\nxfHjxzGbzbS2tlIulxkaGlLB7IMPPsiNN97I1NQU/f392Gw2TCYTwWAQh8OBx+MhHA4Tj8fJZrPo\nuk44HMbn8/GZz3wGj8dDKBTC5XLxtre9DYvFApz6ufrVr37FyZMnsVgsas0+n494PM6Pf/xjuru7\nueSSS9RtAEKhUFWt+ejoKJdffvmi7/X5QH6ul4flts8ge71cmEympV7Cm2r5vFJfg5qamqqhIcvB\ncvxoyqiZ/l32ORAIqF7agUCAY8eOcdddd/Hd734XXdfP+LhrYmKCSqXCypUrKRQK6nK3262y2IVC\ngaGhIXbv3k2hUKCnp4epqSkVhM8f9W784jGbzWSzWQKBABMTE+q4ra2tKlA1Au5CoUA0GiUQCKiA\nv7u7m0qlom47P5iNxWI0NTVRLpeZm5sjEAiQy+UYGhrioYceYmJigkQigd/vV5Mru7u7+dznPkcm\nk+H6669fMAv9q1/9io997GPous6OHTvU49+6dSv9/f1nzVz7/f6qWnO/3/87vVZf716fD+TnenlY\nbvsMstfLhTEF+XwhwbYQr8Hb3/52XnzxRR599FE0TWPt2rU8+OCDjIyMqKz0JZdcwpEjR1ixYgXl\nclkFuJFIhObmZpLJJFarVZ2k+Otf/xpd1ykWiyoobm5uprOzk0wmw0svvcR73/teQqGQGrJjMplw\nOp3Y7XbVj9tqtWIymQiHw6TTabq7uwkGg1Vj4aPRqAr0JyYm8Hq91NfXs2fPHtV/u66ujmPHjtHW\n1kZXVxcjIyNUKhV0XcdisdDe3o7JZCKVStHW1sbOnTspFApYLJaqjLWu6xw9elQFziMjI+p7O3fu\n5MEHH8RisRCJRKpuMzk5yf79+wmHw7jdbhKJBD/4wQ9IpVJEo1EqlQrlcplKpfKGarmFEEKIc0mC\nbSFeA5vNxiWXXHLG5b/61a/IZDJ0dHSwd+9e2tvb2bdvH729vczOzqogGk5ltY3gu7a2ls7OTjRN\nU2UdMzMzpFIplcn2er389Kc/pba2Fo/Hg8vlolwuMzk5SW9vb9U7/2w2i9frxev1quE7AFarlXK5\nrDqqjI+P09HRgaZpZLNZrr766qrJmO3t7ao7SmtrK2azmUAggM1mo1Ao0NvbS7FYJJvNMjo6Sm9v\nLx6PB7vdXpWFbm5uplAo8Nxzz6nHqeu6euzAGV1S3G43V155JYODg1x33XUqEz6/1OWJJ57AZDJJ\nLbcQQojfGxJsC/E6lUolvF4vU1NTRKNRurq6qKmpwe/3Mz4+jsfjIRAI0NjYiMPh4H/+53/o7e2l\np6eHcrlMU1MTu3btIh6P09LSgtlsVuPYAex2Ow0NDaTTacbGxnj/+9/PT3/6U7q6ushkMpRKJSYm\nJqipqcHn85FMJmlsbKSjo4NkMkk2m6VUKtHW1kZ3dzfHjh2jr6+PcDhMa2uraj0Iv+2/7XA4VKa+\noaGBXC7H9u3bGRsb47777mPbtm2YzWZ+8pOfcM011xAMBjGZTJTLZe644w48Hg/RaJSamhqee+45\nbrrpJm666Sa+853vkM1micVi1NbW8vLLL7Nz504GBwdJJpO8/e1vVzXa80u5EonEgj3CT7/MCLbn\ndzDp6enh/e9//zl9TQghhBCnk2BbiNfpwIED7N27F4vFwooVK3C73cTjcWw2Gz6fD6vVSiKRIBQK\n0draSiAQIBKJ0NjYSKVS4cUXX+Rv//Zv+d73vkddXR379+9n3bp1qiWfyWQin88zMTFBZ2cnL774\nIi0tLUxOTpLNZlm9erWqax4eHmbNmjVkMhkaGhowmUwqcB8eHqa7u5tAIICu63i9XkKhEH19fezY\nsUO17+vr6yOfz9PU1KSmYDY2NnLo0CE6Ojq49957Vf/vd77znRw/fpxCoYDH4+Ef/uEf2L59O7fe\neiv9/f08++yzeL1etm3bxt133636fs/PokciEbZv346maVx88cV0dXVxzz33qDH2uq5X1bgbNeLA\ngpcZezI/6/3UU0+xadOmJXh1CCGEEKdIsC3E6zQyMkIikWDt2rXMzMyQTqeJx+NUKhUuvfRSotEo\nVquVrq4u4FSrPofDwfHjx9F1XQWVc3Nz1NTU0NXVxezsLOVymYmJCRVQdnR0kM/naWtrY2Zmhvb2\ndnRdJ5/PY7fbKZfLBAIB0uk0oVAITdOoq6tjfHwch8NBIBBgbGwMr9dLJBLB6XSqwHt+icbu3bv5\n5S9/yRVXXIHVaqWtrY377ruPm2++WfXxvvfee7nppptwOBwUi0V27tzJzTffzO23387Y2Bj9/f3c\ndttt+Hw+7r33XkZGRhgYGGBqaqqqC4ndbufRRx9lbGyMnp4eRkZGaGlpIZPJ8IUvfIHBwUFSqRQb\nNmzgiSeeUMN9Nm7cCFB12bp169SQnkKhUJX1PnHixFsq2DYy70Zd+vxe5lJ3LoQQ5yf57S7E69Td\n3Y3b7eb++++noaGB6667jqamJjo6OgiHw4RCIZxOJy6XC5vNxqFDh8jlcirL7HK5GBwcxO12c/jw\nYZxOJ1NTU0QiEXWyZCAQoKamRo2D1zSNXC5HOp3m5MmTnDx5knQ6jdPpVCc6plIpisUibrebSCSC\n2+2mubkZu91OV1cXTU1NFItFXnjhharAdGJigre//e0Eg0E1av4DH/gA2WyW6elppqen2bZtG8eP\nH6ezs5Pm5mYikQixWIyvf/3rdHV1kUql0HWda6+9ltHRURoaGmhoaFABPcDWrVu58cYbGR4eVqUu\nPT09TE9PYzKZGBgYoL29ncbGRtLpNJs2beLKK6/kwgsvxGw2Yzab2bx5s7rs4MGDXHnlldxwww0k\nk0l1P0YJzz//8z+zf/9+yuXykr1WDEbmfXx8nI997GPccMMNXHnllbzwwgtLvTQhhBCLRDLbQrxO\nxkj37u5u4vE4g4ODRKNR1qxZw8GDBwkEAkxNTdHW1kZLSwu6rjMyMkJvby81NTVMT0/T1dVFOBwm\nEAgwPDxMR0cHJpMJl8tFPp/HZrNx5MgR3vGOd/Czn/2Muro6stksfr8fp9NJPp9nenpanYhZU1Oj\nSlmcTiednZ2Ew2FcLhd1dXXq/1NTU2zYsKGqHMM4OTIQCKjOH3fddRfXXXcdra2t2O129u3bx0UX\nXcTU1BRer5fBwUGsVivbtm3jlltuUWUhyWSSZDJJqVQCTnUhMWq6Y7GYyoAPDg6yZcsW7rzzTsxm\nMytWrGB0dPSsbQQXcnq3k4cffphkMonP5+OjH/3oW+pESmOt8+vST687F0IIcX6RYFuI18lsNrNh\nwwYAnn/+eT7zmc+owG7Xrl1EIhE8Hg9Hjx5lZGRElUCEQiE6Ozupq6tjy5Yt3HPPPRSLRXw+H7W1\ntUQiEZLJJACzs7O0trYyOjpKIBBQJ1Y6HA7S6TQul4uamhoqlQrFYhGTyURjY6MKmm02G3V1dVgs\nFoaHh/H5fIyNjdHR0cHRo0fVCYp1dXXqJM9MJkMul6OhoYHbb78di8XCCy+8QFNTk8o2t7S08PnP\nf57+/n5aWloIh8MEg0G++MUvMjg4SCAQIBQK8c1vfpMdO3YQiUTIZDLccsstqkRkftAZDof57ne/\ny6c+9SkqlQo+n49rr72WZDJJLBZTo+4X0t3dXdXtpKmpife973386Ec/essFtMZajXr6herOhRBC\nnF8k2BbiTbBp06aqOmJj+mImk1GZ4tnZWWpra/H7/ZTLZRobG9m1axdwKhh0uVxqMprT6VRBbW1t\nLclkkhUrVjAzM0OlUiGZTKoMOJwKykulEnNzc8TjcVWnXVtbS0tLC06nE5/PRzAYpLW1lcOHD2M2\nm7nttttUwPfoo48yOzurTpA0+nHb7XZWrVqFw+FgfHycmpoa/u3f/o2vfOUrhEIhPB4PTqcTTdMY\nHx/ntttu4wc/+AGXXnopq1atolKp8NBDDzE5OYmu6zzwwAMMDQ1VBZ11dXWqH3m5XGbr1q1ntPw7\nW6C8cePGBeu65wfhb5WA1ljr5OQke/bsqarZFkIIcX4yVSqVylIv4q1kenpaplKdx4we0Iuxz3Nz\nc4yOjlIqlbDb7TidTqLRKJqmMTo6Snt7O4cOHWLPnj18+ctfJhKJYDabmZqaoru7m6mpKVwuFytW\nrCAcDtPb28vc3Bx2u53jx4+r8pNYLMbBgwd55zvficViYWpqisnJSTZt2kQ0GqVUKqmTKI0hNEZQ\nns/nqampIRqN4vV6OXHihMqCX3DBBWraZS6Xw263A/DMM8/w9re/nVKp9Ion8em6jtlsJpfL4XQ6\nKRQKxGIxKpWKqjX/r//6L/7gD/4An89HLBbDZrORTCapra1F0zRKpRLFYpF4PK7W7HA4SKVSpFIp\nYrEYa9aswWQyEY1GiUajXHDBBZRKJSYnJ3G73VQqFSwWC7W1tczNzanH97a3vU2NOzZ6gBuDcS67\n7DJyuRz79u1b8Pq/b+TnenlYbvsMstfLhbHP5wsJtk8jP8Dnt8X8Rf2LX/xiwcsLhQJWq5V8Ps/s\n7CypVIre3l7MZjNbtmxhx44drFmzpmofJiYm1MRGq9Wq1mqMcD/9Mc1/LMZ15md1T3+sJpMJs9ms\nxqhrmsaePXtUjbUxHt5ms1FfX8/s7KwqVYFTw3IMuq5TW1ursvLz76tQKGCz2dSUS13XyWazOBwO\nNbzn2LFjrFy5EjjVrcNisahPBeDUa/TYsWMq071jxw4AHn74Yfr7++no6GBoaIjbb7+dyclJOjo6\nGB8fp7u7m5GREerr64lGo/T09PCOd7wDs9lcNUJ+/mPfsmVLVXeW//f//t9r3f63FPm5Xh6W2z6D\n7PVycb4F21JGIsSbxBi4YjKZqKmpIZvN0tPTQzabJZFIUCqV+OY3v8nAwAChUEgFn1arlWQyicVi\nIRQKAagGK7LXAAAgAElEQVShMxaLBZ/PRzgcBk4Fue3t7cRiMdLpNBaLhY6ODkZHR88IwltbW4lE\nIvh8PiYnJ6u+ZzabzxixHgqFVDBtBLzGgByjhtzoGOL1eoFT7QyDwSB+v5/p6WkV2Br141arVWXa\nY7EY2WwWj8dDJBIBTv0BWbNmDSMjI5RKJVavXs2RI0ewWCwqGw6nhtsYddwWi4V4PM7AwADZbJap\nqSm2bdtGLpcjk8kwMjKC1+sllUqRyWS4+eab2bBhAwMDAzz++OOq1eD8xz4yMkK5XF5wgI5h/sAc\nadcnhBDitZJgW4g3SSAQqMo8a5pGOp2mrq4Om82G3W4nEolQKBRYtWoV5XIZTdOYmppSga3f78dk\nMqFpGoFAQI13N+q+jYxzY2MjTU1NmEwm1fLvdBMTE3R1dTE+Pq5Gxhtj142pj/OH2rS3t6vvG9nd\nQqFAuVwmFosB0NnZSaFQIBqNquMZw3p8Ph8TExOqNtoIXDVNIxgM0t7erk50rK+vV4+nXC7T2dkJ\nnCpf8fv96LqO3W4nk8ngcDioq6vjrrvuUh1PLBYLDQ0N3HLLLSrTnUql0DRNTcCcPxBnYGBADdUJ\nBALceeedZ9Rzl0qlqsuM58xw+sCct0J3EyGEEG99EmwL8SYx6q7HxsYoFAq0tbWp4Ppf/uVf+Ku/\n+isGBwdVOYbH42HXrl0UCgXsdjvBYJC1a9eq9n19fX0Eg0F8Ph9tbW0kEgnS6TTBYJA1a9ZQLpdV\noN3S0kKhUCCXy9He3s7c3Bwmk4lIJEJnZ6fqgR2Px3G73WSzWYrF4hlDbUqlEo2NjaRSKaamplQf\n7I6ODpXtdrvd2O12TCYTJ0+e5PLLLwdQJRyZTEa1KDRqsL1er6pDHxkZYfPmzUSjUYLBoApy+/r6\nOHDgAB0dHbhcLiYnJ7Hb7SqLvm/fPvr7+7n11lu5/fbbCYfD6pMB4+PGRCLBnj17uOqqqygWi8Ri\nMTRNIxwO4/P5+MxnPkNbWxtf+9rX2LlzJ+FwmBUrVnDZZZeh6zq7d++uqtme7/Rs+Fuhu4kQQoi3\nPgm2hXiTdHZ28utf/1p1Ctm3bx8bNmygWCxy4MABotGo6v6xY8cOFegGAgE+97nPqaz21NQUlUqF\nffv2qS4kzzzzDA6HQ12/pqaGmZkZfD4fLpdLtdDTdZ3jx4+TSqUoFAp4vV40TWN2dpZkMqnKTVpa\nWojH41XB49TUFPl8nu7ububm5mhqaqp6fFNTUxSLRTo7O0mlUqTTadVLPBwO09TURDqdJpfLMTk5\nSVdXl+pq0t7eTltbG1NTU/h8PkZHR6mtraWzs5N0Oo3dblcZeKNjisfj4fjx41x33XV8+ctfxuVy\nkc1mCQaD7N+/n6amJvXJAEClUuHJJ59kYGCAcDhMpVJh586dqhXh1q1byWazvPDCCzz77LM8++yz\nAHzrW9/CarVitVpfsUb7rdjdRAghxFufBNtCvEnMZjOrV6/m+uuvZ2BggBUrVvD1r3+dz372szz+\n+OPous6DDz5IJpOhra2Nhx9+mFgspk4OjMViKpNts9mYmpqip6cHXdfx+/0qI97a2srU1BR2ux2z\n2Uy5XKZQKDA+Ps7mzZuZnZ0FTtVDm81m8vk8yWSS8fFxVa4xPj5OR0dHVfDY0tKCyWQil8tRV1en\nWggWi0VSqRTNzc0UCgVGR0fp6OjA6XTS1tZGLpejqakJj8dDsVikUCjQ2NioRs63tLSogN/n8zE8\nPAxAb2+vavtnnHBpNpupq6vD6XSqzi533HEHnZ2dfP7zn+eOO+4gEAiwdu1abr31Vr72ta/R1NTE\n1772Nf7u7/5OlYv4fD6GhoaIRCJs376dSy+9lL/4i78gHA6/7h7Xp7cYnD8m/vXUcJ9eA75u3ToO\nHjwoNeFCCHGekW4kp5EznM9vi30me7lc5oUXXiAYDNLX16fKDZqbm1X3i/lZbaP2d9OmTRw8eJCZ\nmRkmJycJh8M0NjbS0dFBJBKhpaVFdfAIh8NYLBa8Xi9jY2M0NTURi8Xo6+ujUqkQDAaxWq3U1dUx\nPT1NX18fw8PDBAIBJiYmaGlpAU6VfRgZ77q6OjweD21tbYRCIWpqauju7ubIkSOqhMRsNmO1Wpmd\nnWVqaor169eTz+cpFouq20o+n2dqaqpqTL2maUxMTNDW1kapVMJkMlEoFLBYLJTLZdxut3rcfr8f\nh8OhymDg1ImnGzZsIB6Pk0gkqt4AGAF+Pp+nXC4zOTmJ1+vFZDLx5S9/mf7+flKpFG9729uora1l\n3759qotJpVJh9erVpNNp3G53Vc/r+UHu2U6M3L9//yvWcL/aCZWn337Pnj1VHVLeSE24/FwvD8tt\nn0H2ermQbiRCiLMym81s3ry5KkjavHkzTz75pPrDkEgkFqz93bBhA+VymR/84Ae4XC40TVMnHpbL\nZdU/urm5mUqlwtjYGN3d3QSDQVasWEEmkyGfz+Pz+YBTJ0g2NTVx/PhxddJhU1OTOknR5/Px2c9+\ntqpme3R0lM7OTjU4p6mpibGxMVauXImu6+TzebW22dlZ1cvbZrORz+eJRqN0dnaqQNrootLa2kom\nkyEcDrNq1SqKxSKhUAhN05ibm1MnRlYqFbLZLNFolFwuh8PhIJFIEAqFmJ2dpaenh1wup1r07dmz\nh/3797Nq1Sqi0Sh+v59bbrmF6667jmAwyPbt2wF46KGHqK+vZ9WqVezYsYNYLEZnZycf+9jHGBwc\n5LrrrjtrkHu2EyNfrYb71U6oXKgjyrmoCZeuKkIIcW5JsC3EOdDb28s999xDT08PhULhrGUMlUoF\nr9fL97//fbZs2UJ9fT0zMzNks1l++tOfcs0115BIJFRZR7lcpq2tjWKxSDAYRNM0zGazKj0x+lsX\ni0UVNB8+fBir1cqGDRvYtWsXoVCIQCBAY2Oj6jSSyWQol8v09vZiMpkIBoPU1taSSCRobm6mpqaG\n48ePq+NbrVaKxSIdHR243W7Gxsbwer3qupqmMTw8jN/vV1n77u5ucrkcNpsNi8WCxWJRNd9+v59S\nqUSlUkHXdbxeL1/96lfZsWMHwWBQBaWjo6O4XC6i0Sg2m42RkRH6+/vx+XxVz7HT6eSDH/xgVeBr\nHMeod4eFg9yzBcGvVsM9MjJSNXY+Ho9XjZ1f6PavpbzljQbL0lVFCCHOLQm2hTgHisUimUyGXC7H\nLbfcwuDgIKlUiosuuqhqVPeBAweYnp5m27ZtAHz3u9/lve99L/l8niNHjjA8PEx3dzfpdBqHw0Em\nk2F2dpb6+vqq9oCVSoVKpaLaAxplJCaTSf0bj8cZHh4mkUiodoSaptHU1KROjrTb7aoURNd1Ojo6\nKJfLVcfJ5/MqYJ6cnKRSqdDY2AhATU0NNpsNXdfp7OxUpTDBYJCGhgaampoIBoOsXLmSSqVCNBql\nvb1dTZH0er10dnYyPj7OwMCAai0YCATo7+/H7/dz8803s2PHDqanp+np6eH5558nFApxxx134PF4\nSKfTjI+PnxEwG8HtQjXc8wPa5ubmBYPgs42JN3R3d7/i2PnTb79+/fpXPN7818gbCZalq4oQQpxb\nEmwLcQ4Eg0FVDjG/vOHOO++s6oAxMjLC1772NQYGBpibm+PDH/4wY2NjfPvb32b79u1EIhHS6TSd\nnZ1omqaC07GxMdxuN16vV3X1GB4eplwu4/F4CAQC1NbWUiqV8Hq9KkifHwg++OCD1NXVEYlEWLly\nparHTiQS6iTGUqmE0+lUJR75fJ5KpcLExAT19fX4fD5GRkZobW0lFArhdDpVwP/973+f973vfcCp\nnuQvvPACHo8Hv99PPB5XWX1jmIxxjKmpKerq6ujo6GBiYoJ0Os1XvvIVPvGJT7Bhwwa2b9+uarxn\nZma48MILOX78OCaTiXA4TFtbG+Fw+IyA2Qh2Jycn2bNnj6rZXrduHb/5zW9U/XQgEKj6vhEEL1Qy\nNN/GjRs5cuTIWQPbs5UcvVrg+0aDZemqIoQQ55YE20KcA93d3eokxvmDZPr6+tR1SqUSzc3Nqjd3\ne3s74XCYnTt3cu211xKLxdT0RCMLbGSE+/r6SCQSqnQhkUjQ2dnJ6OgoNpsNh8NBuVzmxIkTbNiw\nAafTyfHjx6uCtpmZGXVSpsPhUGUKJ06cYOXKlepET7PZrLqcuFwulcU2Wv1pmsbo6CiXX345xWKR\n6elpUqkUX/rSl4BTw2ccDgdtbW2k02m8Xi9zc3PU1dVhMploaGhQWfTGxkbe9a53YTKZmJiYYP36\n9Wq9v/zlL9F1nUqlojqyWK1WzGYznZ2dhEIhnn76adavX8+KFSv44Q9/SE1NDXNzc2iaxt69e6lU\nKvh8PqxWq3qOfv3rXzMxMcEjjzyiRtHbbDZ8Ph+FQoH//u//JhKJ0NHRoerLL7jgAkqlEul0mnK5\nrPa3qamJQCDAwMAADQ0NzM3N8fzzz7Np0yYqlQovv/yyen5aW1vVEKFCoUAsFmPVqlVs2rRJlYkY\nrxEjs59KpWhvb+f5558/a0a8VCqp+4lGo6xZs+ZVM+hvVl33QsepVCpSMy6EWFakG8lp5Azn89tS\nncleLpc5ePAgc3NzfPzjH1dZxR/+8IdcdNFFlEolfvOb33DTTTfR398PwLp168jn81x99dXous73\nvvc99u7dy913301HRwfXXnst69atU/21v/jFL3LnnXdSW1tLsVjEYrFQqVRIp9PMzMyo4TBGl49C\nocAnP/nJqhMkjYyn2WxWpSj19fXMzc2pATrGlEmj7SCcKjcxxp0bJSWnv65cLhfpdJpKpaLuB07t\niVHzbbVayWaz6j6MfzVNU8cxWiDOrxU3Wgfquo7L5VJ9wJ1OJwD19fUqAE4kElQqFfL5PLW1tarG\n3dinY8eOsXr1ao4dO8ZvfvMbNSDn5MmT9Pb2cvXVVzM4OIjJZFKfDBgdZh599FGuvvpqdu7ceUYL\nwi9+8YtVpR9walDP0NCQOp5haGgIn8/H1q1bcblcrF27VpXWDA4Osn37djURc6HuNpdffrl6/vfv\n38/evXvPWs6ykFfrtDLfKwXmCx3HZDK9KceeTzpULB+y18uDdCMRQvzOzGYzGzZsqOpKous6oVCI\niy66iAMHDvDcc8+dUWLygx/8QE06LJfLrFmzBk3TuPbaa7ntttsYGhqiVCphsVjUaHePx4PNZlP/\nN+qcg8GgCpzh1Gj0wcFB1fovFovhcrmYm5tD13UcDgfJZFJNsjQGzhjj0OcHzFarFa/Xy+TkJFar\nlfb2dkKhUNXj7+rqYmxsjFKpxOrVq1W/7dbWVnUsp9OpWhdqmkZ9fT2Tk5O0traqY8ViMTU50uv1\nMj09rX4pT05OVo2PN9YQCARU9xajf3dtbS1Op5NMJsPExARWqxVd19XjTSQSfPzjHyeZTJJMJkkk\nEoyOjqLrOjU1NVVButFhJhQKoeu6mm4JqKE780+WjMVixGIxdbtkMln1etF1nWuvvbYqmH/44YfZ\ntm0bwWCQl19++azdbSYnJ3nmmWc4ceIE3d3djIyMnLUDztn8LqUqr1RDvtBxjP+/0WMLIcTvCwm2\nhTiHzlYvOzIyolrqGd8LBAIcOHCA/v5+NE3jzjvv5Ktf/SqDg4MqMPT7/aqjx9atW1XNtc/nw+v1\nMjExgdfrVQNqADweDwDHjh2rynY+9NBDqgY8n89jt9vV6PZAIKAmRhYKBfWvzWYDIJ/PE4vF1OWj\no6Pq/gzGumw2G7lcTn1/YmJCZeKBqmMb9ecTExPqOE1NTdjtdtU5xefzEY1G1W3nB9p+vx841bXE\n5/ORSqVoaGhQGe90Ok0sFlOtEY3MeldXlxoU1NnZid1uV49f0zS6uroYHh5G0zR8Ph9r165F0zT8\nfj+aptHW1qbeFOm6Tnt7O3/9139dld1+6KGHSKVS6iTN+ZltTdOquqRkMhn6+/vVbeef1Ol2u6te\nN263mz/5kz+p6t9tjK1/rXXav0td9ysF5mc7zptxbCGE+H1xXpeR/OhHP+Lo0aM4nU6uv/7613Qb\n+Wjq/LbUH0HOH3pz+oAUY/KkUapRU1NDLpcjk8kQi8Voa2vjox/9KLquc88995DJZFi3bh02m41y\nuczRo0fZu3cvf/7nf87JkycpFAqsWLGCWCxGY2MjiUSCubk51q9fTywWUwFkLBajvb0dl8tFLpdT\nAWYoFGL9+vUMDw/T1dXF3Nwc3d3dPPvss6xbt454PK4yyslkknQ6ra6XSqWor69nbGyMjo4OxsbG\nqK+vp66ujkKhwNGjR1UbxPnTI8fGxvD5fGqCZFtbG5lMhrq6OnK5HGazGU3T6OjoYGRkRJWgGP25\ns9kstbW1jI+P097ezszMjKrH1jSNcDiM3W5n1apV7N+/H7PZTHNzM8Vikfr6ekqlEmNjYzz33HP8\n2Z/9meoNbmTEW1paMJvNjI+P8/3vf5+BgYGqATpGJxfjzUowGOQb3/gGf//3f084HOamm25Sr4Xv\nfve7jI2N4fF41ImrhUIBQHWU+cQnPoGu63z729/m0KFDPP7441x77bVUKhVWrVpFPB6vGp5kZLJv\nuOEGdT8PPfQQnZ2dRCIRNbF0fh347/I6XcjppSJPPvkkF1544VmPA7wpx55vqX+ul8py+/0NstfL\nxflWRnJeB9vBYBCbzcYTTzwhwfZZLNcf4LfSPpdKJQ4dOsTU1JQaXGO328nn85hMJlUj/Mwzz/DR\nj36U0dFR+vr6+OhHP6pqgu+//34+/elPk8/ncTgc6LpOsVjE6XRSqVQYHx/H7XZTW1urSk7+8i//\nsir7WS6Xqa2tJZPJ4HA4mJ2dVZluOFWXbWR+4VRbv0wmg91uR9d17HY7c3NzOJ1ONE1To9sBddJk\nIBBA13XK5TI2m41isUg0GqWrqwu73U4mk6FYLKo3EG1tbZw8eZKGhgZSqRQmkwmXy8XMzIx6LJVK\nhUwmo/4/OjpKY2MjjY2NVTXiRgB7/PhxfvjDH3LjjTdSLBbVG4W+vj5yuRzBYJBCocDQ0BD33nsv\njY2NVCoVjh07xsqVK/nEJz7Brl27GB4eZmhoiE9/+tPcc889aj+/9a1v0d3dzZVXXsng4CC33XYb\nPp+P22+/nWuuuUY959/5zndU2YzP51P7uXXrVgKBAF/60pfUSZDd3d04HA5Vpz0/8Dy9rrlSqfCn\nf/qnrxqgvll+l8B8sY79Vvy5PheW2+9vkL1eLs63YPu8LiMJBALMzs4u9TKEeEXz61Jvuukm1q5d\nq0oaxsbG0HWdbDbLhz/8YRUg33PPPei6zvj4OC+//DIf+MAH1OREq9WqsuIvv/wycKqlXDgcxmQy\nUSqVaGho4NFHH2V0dBS/3086nWZ6epra2loqlQoejwen04nNZmN0dFSNVU8mk6xZs4bDhw/j8XhU\n15NQKMSKFStwuVwcO3aM9evXk0ql1GNobm6mpaWFEydO4HA46O7uZnZ2FrPZTENDAydPnqRUKtHW\n1obVauXQoUMEAgF+8YtfsHr1asbGxmhtbcVkMqmTNQOBALFYTI2rz2Qy9PT04PP5ePzxx/nkJz+p\nyieampqYnZ3F6/VSV1fHBz7wAUZHR1m5ciU1NTXU1tYyMTFBKpXiG9/4BgMDA/h8PnWC6ezsLNu3\nb+erX/0qjzzyiHpD4vP5uPDCC8/oMDM8PIyu6zzwwAMMDg7icDior69XNfJutxuPx8P69evZvHkz\n3/ve96rqtD/96U9X1e8/9thjDA4Oqv7sb3vb21SW+PS65n/913/lxz/+sarZPlu/7jfLq7VAfKse\nWwghzpXzOrMNMDs7y+OPPy6Z7bNYru+W30r7/OSTT6qP/W+99VZqa2sB1Lv6a665hp07dzI7O0up\nVGLFihUkk0n+4z/+gw9+8IPk83kOHz7Mvn37uP7668lkMkQiERoaGpiensbv9zM9Pa2CaLfbrbqF\npFIpYrEYPT09AGos/KFDh+jq6qKtrY3Z2VmsVitWq1WdUJjJZPB6vZTLZYrFIqlUSp2IWSwWVfu+\nhoYG1V/cZDLhdrvRdZ0VK1bwzDPPsHnzZux2u+oO8pvf/IYrrriCZDLJvn37uOKKK3jhhRfYtGkT\niUSC+vp6dF0nnU4TiUTw+/3s37+fzs5OTCYTra2tC2Y+53dOeSVG8G7UfRudTnK5HDU1NeTzeebm\n5mhoaKjqkDK/ft14Hs+W3T39e+VymZMnT9LU1MSRI0dwOBysXbsWq9VKPp9XU0FLpRJms1nVdieT\nSZxOJ8899xyBQICmpiYsFguFQgG73U4ikaCmpkZN4aytraVQKKhBRA6Hg1KpxNzcHLW1tWiapj6J\nAFRJjlFPXygUVM17LpdTnxZomkYulwNQA47cbjelUkl94mC324nH4+oTi/ldbwqFgnr+jG4xxuty\n/fr16pOOaDSq3tDouq666xidcdLptGpHaTzmaDSK3+8nk8mo/8+/rlHqs3HjRkqlEjabjWw2qz5h\nMp6r+Z1xotEozc3NpNNp3G636r9+wQUX8OKLL1IqldR5Cz09PVx22WWYTCYOHDhAOByuus26des4\nePDg626DqGkazz333IK3n/+JR29vr5oyu9D9vFmtHn8Xr/c+NU3D4XDw9NNPc/LkSVauXImmaW/o\nk5XT13LBBRewd+9e9fUll1zCoUOHzljruXzeluvf6vPFsg22jV/o87lcLkqlEsVi8VwucUkZ5QrL\nhdVqpaGhgXg8/pbZ5//93//lQx/6kBqgctdddzE+Pk6pVMLhcKgx6S0tLRw7doze3l5VurFlyxZ8\nPh933XUXgArG8vk809PTtLS0qG4lU1NTZDIZVq5cCcD4+DiZTEYFMOvXr1dBmPFL3eFwYDKZKBQK\nVc+XkeU2fn2c3srv9Dcymqap8esmk0mdDGlkY3Vdx2QyYTKZVDBWKpWqArP5Tn/dGoG+8SbCCOrm\nr7mmpkaNhD8b476Mbiiv9MdtoXXN/16xWFTPj9Gi0ChlAVRnGCNof6VjzS/fmf/cnG5+txlj6NDp\n1zOCdWMdxWJRlR7Nb89osVjUmy849abgvvvu48YbbySbzeJ0OtWxjesYnzgYKpWKmiA6Pj5OR0cH\npVJJPR8Wi4Vjx44BqAmj8XicTCZDZ2enOhEYYMuWLaql4q5du1Sgb7wOrr76ah599FGOHz9OZ2cn\nW7duZXBwkK6uLm699Vb1KYHdbufqq6/m8ccf59ChQ9jtdnp7e9X9GK8f4/FPTU1RLpdpb2/n5ptv\n5s4772RmZoaGhgZVU69pGo899pjqc3/rrbfS39+Pw+FQJ9t+8pOfZMeOHXzpS1+qKt8yhiddeuml\n/M3f/A2hUIienh4uv/zyqjd0C9m3bx9//Md/rI73ox/9iEsuuQSo/r1yenvI+dc7/boLfX8xvN77\ntFqt/OQnPznj/JVSqUQgECCfz6suRd3d3WzevJlKpcL+/ftVULx582b1O2ihtTz22GNcddVVVW1R\nt2zZcsZa38jzViwWX3FNp1uuf6vPF+d1Gckr2bt3Lz//+c+rLrviiit4z3ves0QrEufSuf4hLhQK\n/OIXv+DEiROsWLGCK664Qv0hff/7389TTz2lvme0x2ttbeXFF1/k7rvv5tZbbyWXy5FIJJienlZB\nidFObm5ujkQiAfw20DOy9+VymZ///Od87GMf45Of/CRDQ0PAqZZ782uIH3nkESYmJmhtbSUejwPg\n9XoZHR3FZDLh8XiIx+MqAJqamlLZ3Fwup76/kNbWVmKxWFWG3Gw2V7UltFqt9Pb2Mjc3pzKUJ0+e\nVK0G59eTezweZmdnyWaz+P1+vF4vxWIRTdNURjcajarsejweVx1CpqenVdY2k8kAv80aGSPvQ6EQ\nra2tjI6OnvFYjBaIra2tTE5OVgWvFosFt9uN3W5nenqaUqmk9sQI4o03AMZxent7CYfDKmDN5XLq\n/729vapjyejoKE6nk/r6ekwmE+Pj4zgcDmpqaigUCuo2wWCQhoYGTCYTsVjsjLaCLpeLbDar1ja/\nbWNfXx9jY2NomobX6yUcDlNXV6fK8a6//np1Lkw8Hq96g2Bkgo32fgB1dXU4nU4mJydpb28nEonQ\n3NzM2NgYnZ2dqi2h0+kkEokA0NHRoTLiqVSK2dlZcrlcVUvFyclJLBYL9fX1zMzMoOunes2Pjo6S\nSCQIh8Oq841RAnTo0CE8Hg9ms5n3vOc9pNNp1Uc9k8kwPj6uPn0xm81q7202G/X19YyPj9Pf36/e\nkD7//PNs2LCBgYEBVetfqVQIh8PqxNlAIMChQ4dwuVxVXYTg1JurkydPqq+3bdtWFeA9/vjjfPjD\nH17w58kQDAarjjc6Osof/uEfAqg2lfDb9pBGf/6XXnoJTdPU76H51z39OIvFaJMJp9pizszM8MQT\nT5zx+3Eh85+3+vp6br75ZgYHB9UbrE996lPqeXzqqacA+NCHPqTOiTh69Cjr1q076+NfqAvOQs/P\nG3ne/vM//7MqUH/qqad4//vff9brFwoFnn322QX/hrwZXulvlHjjzvtg+2yJ+4svvpjVq1dXXeZy\nud5SGc9zYbm+Wz7X+/xqGZBNmzaxadMm4Lc9lu+44w7VV/uBBx7grrvuolAo0NLSolribd26laGh\nIXbu3El9fb36WN7I+BkTH9/5zncyMTGhsudwKrM9/w/F5OQkXV1dTExM0N7erk42nJ+pdLvdFAoF\npqenVTAzn9vtXvDxGy0IbTabCkgAlYkKBAKUy2XS6bTqknL8+PGqHt/w2y4dRrBmMDLZ6XSapqYm\nRkZG8Hq92O12tS7jTczpLQnht8Gw8dibmprUc3w64xgTExNV358fSE9MTFQ9P0bpyPxyk/mPa6GP\nS401xWIxisViVavE9vZ2AoFAVabcOKbf78dkMjE2NkYgEFAneBqfGphMJnRdV3thTKsMBAKkUima\nm5ux2WwEg0Ha2tpUecf8NRufGhgTOw3zs+Tz997Y59bWVnK5HM3NzeTzeZX1NfbS4XAwPj6O7/+z\n99hd0BoAACAASURBVOXRbZZn9lf7Ykm2tS+W5d2xs0KBTEvP7wztnPZMM0NDz9AOyZCAC7FDHBID\nLklQ6mY3xJBASBoTnEDAyZTpaVxKy5Q5M5yenk5nQiEBJ7Ed77Ity1otWbIka/v94b5PJccOYSnT\nyej5J7EsfZv1vd9973ufe7Va6iNgv2M2gXfccQcMBkPGtWC/Z7aRBoOBmkmLiorwwQcfQCaTwWAw\nQCQSYf369RgfH8fatWsxMDAAsVhMEhNg1hKyvLyczoNNri5fvgyXywUej4eqqipUVVWhtraW7r9w\nOEySJdYDwO7PJ598EseOHSO7yNraWuj1ekoDnZiYuAaIu1wuxONxdHZ2wul0wu12o6KiArfeeit4\nPB5ZUbJxxWw2w+VyAZhNdJ1rD1lfX5/BrHd0dOD222/PeO/c7fy5SqVS0T5ra2szGravxxDz+XwU\nFxfTZ9mkmlllpltmxmIxWjlJ74mYu5+55z+fZeV81+ezXLfe3t5rjpM9A+ar661ifB71P7G6cb3K\nMtv/i+qnP/0phoaGEA6H8dxzz+Guu+6iRhuFQjEvMPhL0vJ+EZXOtPxfqng8/oWedzoTwx6kCw2s\nS5cuxblz5+BwOJCfn4+2tjZ4PB5otVpIpVIMDg4SsJNKpbREX1RUlOG/LJFIoFAo4HQ66X0CgQC/\n+c1v8K1vfQtqtTrjQaFWqylp0m63o6ysDBaLBZFIhFxDbrvtNkxNTYHD4RAwAkBMc1VVFTweD/Lz\n8zExMYHy8nIKk5mZmSGQrdVqweVyUVZWht/85jdYvnw5/H4/hoeHEY/HUVhYSPHpzE7v4sWLqKys\nxODgIEpKSsib3OfzYdGiReju7gYAGAwG6HQ6SCQSqNVq/Pd//zdFvvP5fNjtduTn5xP7WVxcjKGh\nISxbtgwzMzMYHh5GWVkZRCIRhfEMDAxg8eLFuHTpEpxOJ7785S+Dz+cjmUzC6/UiHo9Dq9USa15Y\nWIicnBzk5eWBz+fjwoULuOOOOwjAjo+Po6ysDHq9Hn19ffB6veDxeLj99tvR2dkJi8WC6elpYr4Z\nm/+73/0OhYWFGB4expIlS9DT0wMej0fabgauL168CJ1Oh3g8DoVCgXA4DLFYTEmYBQUF5PAiFosh\nFoshFApht9thMBgwNjZG4NPpdNJqSVlZGSQSCXp6eghocDgcuFwuTE9Pw2AwEMuel5eH7u5uaLVa\n+Hw+pFIpmjgUFhZibGwM77zzDjZu3IiBgQH8+te/xiOPPAKTyUQTOpPJhL6+Ptxyyy04deoUkskk\nGhoa4HQ66Ts+NjaGvLw8tLe3IxqNYtGiRSQBYhMzmUyGkydPYufOncjNzcWlS5cgkUhgs9kIuLe3\nt+O+++6D3W6nSee//uu/YvXq1eTfXlVVBR6PB4FAgMOHD+M73/kOMe4CgQCVlZUEtAUCAQHBq1ev\nIhaLYXJyEvv374fJZML69evJTai2thanT5/OaLStqKhALBZbMAF08eLFiEQiOHHiBEKhEDQaDQYH\nB5FKpbBs2TIaR9j3+dy5c+ju7s4Yh3p6erBixQosXboUb775JtxuN9xuN5LJJKLRKE0Q03XhK1eu\nJLvOz1J+v58ahtMlWR83PgLAt771LbS3t2NoaIgmHGzsSx8D2T0BXOtdzybX7733HsbHx9He3k7S\nk+rqatp+UVERbr/9drqWRUVFWLp0KWKxWMY1Tn/944pZfc49zut99uOeIfPpx1OpVMZr1+sR+CTP\nqGx98rqpwfbHLcFlK1tfVM3HlCxUzIFhoRIKhRgfH0dNTQ2sViv5Tg8ODmJqagomkwnxeByNjY20\nbGyxWNDU1ERuFt3d3TAajRnuGMx9RCCYDWXp7e0lSz6xWIycnBz09PRArVZTzLlOp4PL5YJMJoNY\nLIbX6yWNt0wmw8TEBBKJBDU1qVQq2geHw0FXVxdMJhPcbjexh1KpFAMDA6iqqqIlzenpaZjNZnIp\niUajUKlUkMlkUCgUxEKzRimmS2ce4cx32+/3E9tvNpshkUhgt9vhdrvR09NDEpBwOIxoNIqcnBwK\n3RkZGaFJye9//3u6Jnl5eRAIBBnAzev1QiAQkDRBr9fD6/VicnIScrmcJCUjIyPweDxQq9Xg8/kY\nGBig5sLBwUFYLBbk5OTA7/fD7/cTa11UVESfY0w5n8+HXC6H1+ulcJ1QKESTDNYQyJpInU4nfD4f\nCgsLMT4+DpVKBbPZDC6XC5PJhLy8PFodYWAbAC5fvgy1Wk09BWxyxWwMxWIxVCoVNdFKpVICZ6xx\nkc/nw2w2491338Vdd92FWCyGr371q+jt7YVer4fL5QKXy4VEIkFZWRnC4TD6+/tRXl5OQKG3txdH\njhzB7t27ySM+kUhg7dq1aG5uhkqlIu/3J598EjU1NRCJRPjggw9QVlZG+uvXXnsNDz74IFauXIlY\nLEag1efz4Ve/+hX+6Z/+iVhn5tlus9mwatUqaLVaul9GR0fh8XgwOjqKwsJC8rK3WCyoqKgggL5n\nzx44nU7s378feXl5NHGIxWJoa2tDTU0NpqamEI/HceHCBVy5cmXeBNDp6WnSe+/evRtbt27NAOPM\nxSV9LPH5fBnjEFtRYWx8enAS28Z7771H+2E68zvvvPOacSmRSODKlStwuVxwu90f6+duMBiwceNG\nOv4bHR8BQCqV4q//+q8RiUTQ1dWFtrY2hEIhtLe3IxAIZABn5sZz7ty5a85foVBck1DKbDLvvPPO\njPNMv5aJRCJDb3333Xd/osbIzs5ONDY2zusutFB93DNkvrRVDodDr1ksFjQ3N2doz9MTWT/JMypb\nn7xuarCdrWz9pdSyZcsyGJDPYse2bNkyYqiYtZzL5UIgEKDwFwa2xsbGsHfvXpw9exbHjx/HwMAA\nbrvtNgQCARw6dAh1dXUYHx9HSUkJUqkULYHyeDyYzWYKe2GJjclkEn/4wx9gsVig0+ng8/kQjUYR\nDAYRCoWgVquRl5eHYDAILpdLTLbJZMLU1BQkEglcLhexTABQXl5Oq0x8Pp+0rj6fD3q9HtFolIAb\nYxjZw4NJBpimPBAIQKPRIBwOY2JiAhqNBjk5Oejt7aWGRZfLBaPRiJycHExNTWF4eBhGo5F8vFkj\nJZfLhc1mg06nI3cVBupTqRT5jo+Pj8NoNMJkMsHj8YDH4yEvLw99fX2k52aMr1QqRWdnJzWLCoVC\nGAwG8Hg8TE1Nwe/3Q6vVIhAIQKVSQaPRwOl0wmazkX2g0+lEaWkpRkdHUVxcjLGxMeTn5xOgHR4e\nhlqtJk10uqac7SMej0OtViM3NxeRSARyuRwjIyME3BUKBSYnJzPcN4RCIYLBIHQ6HZxOJ7xeLwoK\nCuByuSASiUjrnEwmyXWDuccMDQ2By+VCJpMhFpt1IREKhaRjfvHFF1FfX58RSLRz507s3r2bNNtN\nTU04evQoiouLEYvFUFVVhV27dkEkEiEYDBKDbbVakUql4HA4UFBQALFYjH379oHD4SAej6OtrQ07\nd+5ES0sLBAIB7r//fhw8eBB1dXWYnJyklYTe3l4IBAJcvnwZRUVFeOSRRxCLzTYybtq0CUKhEEql\nEq+88gqCwSCqq6tJg97d3Y133nkHjz32GFpaWjA8PIxjx47B7XbD5/ORDeaOHTtowjwyMoKamhrs\n3buXAOiePXtgtVqvSQktKirC5cuXF9RkX7lyBRwO5xp3DK1WmzHB1mq19LuF0jrnvj40NDQv2O7s\n7JyXgV+IOEgfExnz/knHx/kA5nzHBsyC5WQymbGfT5tQOt9+P4k95dDQUIa159GjRz8WrN92223X\nvUbznQv7PwDU1NTggw8+WPB8P89nVLaurSzYzla2voD6PP2CuVwuKisrM8A0W0Jva2tDfX095HI5\nTp06RT7aKpUKy5cvpwH07bffxqpVq3DlyhXI5XJ4PB4Af2pUkkgk6OvrI59tg8GAn/zkJ/j6178O\nmUyGmZkZDAwMQKvV4umnn8ajjz4KnU6HkZERAnSpVIpY9nRrt3A4DIlEApFIBKFQCC6XS+5AWq0W\nXV1dWLRoEQAQsOZwOJiYmMCKFStIp8yOjbldXLlyBalUCkVFRaSZHh4eRkVFBSwWC/r6+gAAZWVl\nGBkZIbmDxWKBTCZDMBikBE0GcgsKCuBwOGgfarUaPp8P+fn5iMfjEIlEMBqNGBoawooVKxAOhzOA\nZyqVIuDHmkMZs8zcLpi3eTKZBJ/Ph0KhQG9vLzVQBoPBDG242WxGb28vJBIJ4vE4NBoNgX42CRGL\nxfD5fDCbzZiamkI0GqXrXlhYCL/fT8wfmwRotVqIxWJIJBLMzMygr68PfD4fJpOJrBY5HA5+/etf\nY8OGDYjH46SNZ1rx0dFR8Pl85OXlQS6Xw+/3w+PxoOiPYTvsAR+JRMDn8/HSSy9h//79xHSzCYFI\nJMK+ffswMTGBwsJCAMDu3bthNBoRiUTA4/HwxBNPoKamBiUlJSQ5EQqFeOKJJ/Dyyy+T3j2RSGB4\neJgsNWtqarBx40ZYrVacPHkSdXV1WLVqFWpra6nhUS6Xo6SkBK+88go4HA7sdjsx0VKpFMlkEmq1\nGvfeey9d82effZaaOwFg9erVePDBB9Ha2ort27cTMHv11Vdhs9kIILNrUFBQQGDIZDJBoVDQxKG0\ntBQnTpxAOBymnoQb0WQzuQmTgZSXl+NLX/oSAarq6mr6XhUVFZF+nGn3k8nkDTOebKLxceB1rtxh\n1apVuHz5MhwOBzQaDYaGhgDghmz0rgeWF7LlmzsOfxo299OCdFafhkXm8XjXfYYstE32WjAYhEwm\nW3C/WU/7P29lwXa2svW/sJYvX57BQixZsgQKhYLkBZFIJKPh6Ny5cxmfT1/CFQgEaG1txejoKE6f\nPo2GhgZaamxpaSE3kJUrV0Kn0+GFF15AY2MjaXv37dsHiURCEo3c3FzycJbL5cR8i8ViTE5OIjc3\nl9ItpVIp2d/JZDJadmfL+QDINzqZTOLSpUsoLy+H3+/H0NAQDAYDgsEgRCIRDAYDsdcajYZ0x+Fw\nmNhytj0mjwkGg1AqlfB6vbDZbNREZ7fbYTKZIBaLqekpHA6TpCEnJwddXV0o+qOvOPNul8lkEAqF\nCAQCBKI5HA7MZjMSiQRJOpgsg4FLxmwyyYzJZAIAYrOZ9rikpIT0nQysh0IhiMViaDQaDA8PY/ny\n5ZicnITdbkdBQQFdZ6VSCWDWn5vJfmw2G1QqFZRKJU1iGLBOb77Lyckhn+qvfvWrCIVCCIVCdE2l\nUiklYYrFYrz++uv43ve+h5ycHEgkEuoxEAqFkEgk4HK51MTI5XLR1NQEj8dD8qNUKoWBgQEUFxcj\nlUohkUhgz549ePXVVzE2NkaSh71792Lp0qX4wQ9+AI/HA4/HQ+AzkUggJycHY2NjCAQCMBqNEAgE\nJAmZmpoi2QSb6D3++ON44IEHKBV0165dOHnyJOrr62EymUinzePxkEgkMljDvr4+/PjHP0ZjYyNN\n9GKxGLmlALPAzOfzobS0lBqZx8bGEA6HcejQIWzZsgUCgQCPPfYYFAoFzpw5g7q6OgwPD6OkpARq\ntZrSQdeuXYvTp08TM/yzn/0MPT095FA0NTUFj8dzjQzkjTfeIFYX+BOoXbZsGQ4ePIi1a9dCq9VC\nLpdjdHQUy5Yty9Avr1y58prxKJFIQKPRUIjU9UBkOiucLm2wWq0ZY9KNsMXXA603wj5/Wjb3s0ou\n/hws8kLbZK9pNJpPLF3J1udXWbCdrWz9L6z5WIilS5cSm5O+xMyYl6985Sv03vSBWaFQ4NChQ7j3\n3nuxatUqYqw3bNgApVKJw4cPo7GxEX19fQRymGMIA7OsUbC0tJQSF3U6HQYHB2EymYgVBWYfVH19\nfZBIJNBoNLDZbACARYsWYWJiAlwuF1KplBozc3JyMD4+TsEtXq8XIpEIWq2WmO9EIgGpVAqDwYC+\nvj7So0ajUQQCAYTDYdxxxx2YmZlBZ2dnhvsFa0RMb6QqKCggKzvGuAGzQNXhcCAQCKCkpATDw8Pk\npuJwOJCTk0PhQ0z/fOHCBdx2223wer1kYVf0R7tDFiUvkUhQUFBAKwyRSISs8pRKJSQSCTVWMvs/\nr9cLt9tNwImxkF6vl1xkRkZGyDVEKpWSN3pxcTGCwSBNmOx2O5RKJUQiERwOB1QqFXJychAMBunv\nc+TIEWzbtg0Cwax9IpNpxGIxctVgAUQPPPAARkZGkEgkqB+A+b4Ds5M9l8sFhUIBsVgMj8eDvLw8\nxONxcLlcYkm5XC7C4TAlqdpsNtJIf/jhh9BqtaivrycPeaYv93q98Hq9pD+fnp6mJs077rgDLS0t\n0Ov1+PDDD/Hv//7v2L59O5YvXw632w2r1Yri4mLSEQ8PD6OxsREHDhxAXV0dAOD48eNoaGjIYA2Z\ng4vH40FDQwN9num6GbhkoUDV1dU4ceIEPB4POBwOzp8/jx/84AfEZvf396Ouro5cVQQCAZqbm4l9\nF4lENClmoFWj0ZBDEXudyV/YWBAIBPDQQw9dA0K5XC4ZBMx17Th37hzWrl274HjENMj19fU4duwY\nAoEAKisr5wVz6axwurRhbvPijbDF1wOtN8I+f1o297OC5U+yXzam22w2FBYWLsj4z7dNNsEHZi0S\njx49iuHhYdx2221fSHBRtv5UWbCdrWzdRNXZ2YlHHnkETU1N12Ve0gfmixcvorOzE9/+9rcRDAbJ\nzmzPnj14/PHHcf78eXJvYV7ITqcTXC4XGzduxO7du8HhcGAwGAgYVVRUoK+vDyaTiSzemLtBX18f\nAdv0EBTmeFJUVEQ6YOaWwxryZDIZMYbsoZKeDpluTceCf4xGI0kK2BJ9NBpFJBIhaznWiNjd3Q2d\nTkdsssPhgMFggM1mIw/qgoICCAQCTE9Pk+aVy+VCq9XS9oFZ/TnzB2f6XtakODY2BrPZTA9CYDZ0\nh/2sUCjA5/Oh0+lgt9sp4ZMBNZ/PR9IJBjKZJIc5NHA4HOh0ugzJSn5+PgXi8Pl8eL1e6PV6iEQi\nxONx0qQPDQ1hcnKSzkssFsPpdCInJwehUIj263A4UFVVhUQigfz8fCxfvhxjY2PQ6/Ukb2HhM0yb\nXlRUhGQyCa1Wi3A4jKGhIRQUFMBms8FkMsHv90Ov15PMx+VykUd6YWEhtm/fjr179+KWW26BXC5H\nV1cXqqqqwOfzkZubC6vVCq/XS+xyKBTCokWLEI1GkUgk0N/fj5mZGTz11FNoamqCXC5Hf38/1Go1\n1Go1nnvuOezduxdtbW3Yv38/3UcajQaTk5MQCoXYunUrQqEQSbWKiooQCoUyHC/4fD6sViskEgms\nViuSySQqKiqwfv16WK1W0mazpsN0WdiJEyegVCpJGsS02CqVCvX19aitrcWPfvSjDNC6bt06tLW1\nZTh71NTUQKPRZMhDmEMKcC0IZYxtOvBlbjIdHR0Zcoz0YhrkxsZGALMa5BuRO6RLG+a6iNwIW3w9\n0PpZ2edPu9/Puz6LPny+z65evfrPfMTZmq+yYDtb2bqJamhoCHV1ddi1a9fHLhcyxsTr9eL06dP0\n4GMsdywWIxcF1vG/fft26PV6xOPxDPacSS2YH3QoFILRaMTY2BhEIhF0Oh1FXFssFigUCuTl5YHD\n4UAqlYLD4eDKlSswGo0kJRgbG6OHZW5uLmZmZhCNRlFYWEgWdjk5OZDL5SQtYA4UrKmSy+VCrVYj\nFotRsqJYLKZ48fLycnR3d0OtVmNsbIzY6snJSeTl5WFqagp5eXlQq9Xo7u5GYWEhUqkUgsEgHA4H\nRCIRMcChUIhi3BOJBMLhMNRqNWZmZtDd3Q0ul4uioiJEIhFyZWFSFtYAmZ+fj7GxMRQXFyMajcLp\ndEKn0xGjzuQLXC4XXC4XXq8XYrEY+fn5mJ6eht1uh0qlQn5+Prq6uqDVaiGTycDj8WgVQ6lU4tKl\nS+BwOCgoKKAYcqbvf+utt/Dd734XU1NTlD4qk8nQ2tpKjL7b7YZSqURFRQW8Xi8CgQA8Hg9+8pOf\nYNOmTRgdHUU8HicXFq1Wi6mpKZos5OTkkHNNUVER+vv7UVRUhJ6eHpSXl1Nwk1wuB5/Px+nTp3Hq\n1CkolUocOHAAHA6HvqepVIqYZtboyOPxMD4+jo6ODmzfvh0zMzOYmJgAALjdbgCzE7OdO3eivr4e\nk5OT9HetqanB6OgoSUNYQyFzn1m3bh0ef/xxxONxtLS0AABJTA4dOgSlUklylZaWFjQ3N6OpqQm7\ndu3CxYsXicXVarXYunUr8vLy4HK5yEmD6a+ZnadAIMCGDRuwd+9eaLVabN68GbFYjCYgDLTGYrNB\nUzqdLuP1F198Efv378cDDzxAjZfpILS0tJScNVijYrprR21t7bwuJen1SYBtOiucLm0AgNOnT8Pr\n9RKon093faN1szT8fRZ9+GfVlmfr86ss2M5Wtm6iKioqQmdnJyorK1FWVgabzYZEIkG2ben2XEza\nwVhFo9GIbdu2YefOncjJyYHFYkEgEIDVakVpaSmcTictkTN/YIFAgHfffRebNm0iTa5AIIDdbkdF\nRQU1ESaTSfj9ftjtdixatAjDw8PU7PXhhx+iuLgY1dXVmJmZQW9vLyoqKqDRaCiASKVSobu7G2Vl\nZaTJBWZtEFkIikAgAJfLpUmDWq1GOByG2+0m5losFiMajRJonZ6ept/l5OQgFouRnruvrw9VVVXo\n7e3FihUrkJubi6tXr8JisWQ0/QGzSYnMfYWxsnq9Hnw+HyKRCCKRCKlUCnw+H1qtlpoxp6en4fV6\nYbFYyE3EYrFAJBJhYGCAQmUcDgcKCwsRi8WQSqWQk5ODcDgMpVJJQFwkEpH8hTmssCZNLpeLvLw8\nPP/889i2bRssFgutCNhsNvI8t9vtWLFiBSKRCF544QU0NDQgEAhArVbDbDbD5/MhEolQ0iefz0dV\nVRUcDge6u7tx7733kntNKpVCPB6nCYzRaCQpDVvBEAgESKVSqK6uxvj4OKqrq+Fyucin3Ov14rnn\nnsOWLVuwY8cONDc3Y/369dizZw++//3vky1iU1MTLl26hFWrVuGnP/0pNmzYAGC2SZGFwrz22mt4\n8cUXYTab0dPTQ2yvRqOBTqfD5OQkBAIBNXh2d3cjNzcXx48fR319PQHgWCyGRYsWkaSFBdS43W7o\n9XpMTk7ijTfeQCQSofNjbDFjb1UqFTZv3gwOh4Px8XGarFRVVWHNmjVobm5GKBTCr371K5w6dYpk\nNOnf9RdffBGtra10vZi14K5du3DmzBmEQiHIZDJUVVXBZrORNEwsFuPVV18l60iXywWr1YqamhoM\nDQ3h9ttvx5133kk67ZycHJpwyOVyOByOa8YdBmwdDgcUCgXpwZmvM3OnYU25S5YsoXM/ePBghk1f\nOmt+8eLFDGb2zTffpLAts9mM6urqBX2jF5JVdHZ2XnM887H16UC/tLQU8Xg8A7h/URKMz8LQ/znZ\n/Wx9suKkFopY/D9a/9dCbVhM9f+VYlrem/XvnEwm8dvf/pbYaMaUVVdX42tf+xp+//vfX2PPderU\nKQwMDEAgEGD79u1ob2/Hjh070NTUhNHRUbS1taGhoYHA1VNPPQUAuPXWW/HEE08AALZv345nn30W\nyWSS3EuYYwizonM4HLBYLPB6vRmSipmZGQDISKN0OByoqKhAIBCgh0U6OFy8eDGuXLmCgoICcLlc\n8Pl8zMzMUHR5KBQi/2smH1CpVPB4PNDpdAgEAhgdHYVSqSRNM4/Hw8jICCorKxEIBOjYWDMjAEq/\nZG4RLBqcsYl8Ph9+vx/BYBBqtRo8Ho/YxkQiQYywQCAg9nxmZoYcQFiM/eTkJDgcDtRqNXp7e5Gf\nn0/nJBaLEQwGSWITCoUgl8tJNx8KhVBSUgJgFjAkEgmySPR6vQBm7/upqSkCiOlR8U6nk0A0MGsr\nBwA5OTngcDiw2WwkcWDOKr/4xS/wd3/3dwiHw9BoNIjH4wiFQjSBcDqdSKVS0Gq1tC+fz0cSAgAU\nvMQaRzkcDjnjMH/1UCiEF154AQcPHiQrv0AgAKVSCT6fj7GxMRQUFJDem7HnBQUFGB4ehslkIkvH\ngoICrFu3DlqtFocPHwaHw0EoFEIikYBQKCQwqFQq4XQ6MTMzA6PRiI0bN6KlpQUzMzP0HXv44Yeh\n1Wqxb98+ug+PHz9OdoKseZeB2pKSEjgcDuTl5ZGmWiAQ4MCBAzh06BDq6+uJkX7ooYfIOaWmpgZS\nqRQFBQUYGRlBeXk5xGIxwuEwIpEIrU709vZiz549OHHiBB5++GFYrVZwOByyEty7dy/9u2XLFsjl\n8mtkLayp8tVXX8UPf/hD1NfXIz8/H36/H5WVlRke2umrZOksONvOfLKZ9KbNhaQRHR0d2LRpE/38\n2muvzbv9hbYzlxlPpVK45557rjme+fafDvSZDeOnkXJ8XM09xrnBM0uWLEFnZyf9bT8J0E8mk/jw\nww//RyYJn7XYs/pmqSyzna1s3UTF5XLh9/shkUgyHg4nTpwA8Cd7rnTHAtaUxhLNbDYbhoeHceXK\nFZw9exaHDh1CLBaj5V7G5tXX12P79u3YuHEjhoeHiUVPT1LMy8ujyU1RUREmJiag1Wpht9uJ+WSR\n7EznWlZWBqVSiUAgQJZyNpsNpaWlFPTidrtRXFxMlm6xWAyRSAR6vR48Hg8SiQSjo6MUmc72x0JX\nJicnkZOTA2DWUstms4HH40GtVhMDbzQaySGENftVVVWhsLAQMzMzcDqdJJHhcrkIhUJQKBTErLNi\nQNnv98NgMKC/vx96vZ7kJ4lEglILuVwuurq6IBQKKTBIq9ViaGgIWq0WNpsNer0eo6OjMJvN5ETB\nbPgYS8tkLqypUigUQiaT0eeBWRDNdNSsCTIcDlNATTgcxszMDEZHR5FMJlFaWgpgNi2UPbwnJiYw\nMzODv/3bv6UYcyapCQQCSCaTSCaTeP7553H8+HF0dXVBqVTCbDZDKpWir6+PPMcLCwvB4/Ewuqdc\nvQAAIABJREFUOjpKVogscOeWW24hDfrTTz9NLjbj4+N0HSwWC60a2Gw2VFZWwmg0IpVKIRwOUyMs\nn8/H4cOHsWPHDhw6dAgmkwmRSASXL19GJBKBwWBAbm4uotEoYrFZS0mz2UxhPcxmk4G+xsZGxGIx\n1NfXw+PxgM/nIxwO45577slobnz77bfR3NyM4eFhanydmpoi1lin08FkMtFnnE4n7HY7YrFZe0CW\nNJnO8gaDQbz33nsAQPf7vn376B5nzisvvfQSdu7cidbW1gw3llgsBrlcTjIU4E9e2kwr7nK5UFNT\ng0QikeEW8uabbyKZTNL3bu3atdiyZcu825mrAbfZbDckb2ANr2yfrCF67vYX2s5czfLTTz897/HM\np0lP3/b09PSfTY4x9xgXmkB85Stf+cTEWNbO7y+nsmA7W9m6ycpsNl8Ty8xcLor+aA2Y7ljA2G2H\nw0F+v6xhiTF6Tz31FOkq/+Vf/gXhcBgffPABampqoNVqKeTmgQcewKlTp8ijVywWI5FIkI2eVqvF\nyMgIyR2SyST5WjNXjp6eHpSUlKC/v5+Wb1l8ucVioQclczNhjDgLUzGZTBQ0MzQ0BIFAAKPRSIAs\nFArB4/GgtLQU3d3d1HjHUimvXLmCwsJC2O12WCwWhMNhWrqfmppCMpmEy+WipkwGTllYT35+Ph1P\nIpGgYB+j0UjnYrfb6e9lNBohlUoxMzNDzYFcLhcjIyPkc20ymchCz2azoaioiFxQgsEgJiYmsGjR\nIgwMDEAoFNJkZGxsjKQ3wWCQzkutVkOpVBLTzzTkkUgEEokEABAKhUi+AoDiz5ksJ5lMQqfTIZVK\n0X7C4TBd55ycHPJXZwmWZrMZwOwKIgPPPB4PQqEQfX19KCwshMlkokZRNumJx+OYmJiA2WyGw+Eg\ngMgYXpYqGo/HEY1GUVFRQRpkm82G3NxcSKVSal7ds2cPFAoFotEofD4fnE4nqqur0dfXR5MR5oRS\nXV0NkUiEaDQKv98Ph8OB0tJSHDp0iJpiBQIBNQkDs/aS4+PjGZNal8tF7iEnT56EXC6HRCIhsN7S\n0kJpqy+++CKsViv0ej3JV5gGn23P5/PhwoULtFLA7neDwYBEIoHa2lq6l8fGxiCXy/HAAw/QhFmn\n02H37t1IJpNYsWLFNXIDphXPy8vDxMQEec0DfwKoLHK+vr6egPt820l/vba2FtPT0wvKG9KZXi6X\nmyFhMZvNGZH2xcXF15VJzAXjbJyZezzzadLTJRisd4W95/NkXOceY1ZnfXNWFmxnK1s3WS1fvpz0\nouzhUFlZCWBWW8nj8XDp0qWMAd1utxNYYC4LbrebAjhY2pnJZEJLSws++OAD8kOenp7GgQMHcPjw\nYbS2tsLtdqOgoAAikYgiyi0WC/x+P44ePYrGxkY4HA7o9XokEglKnRSJRHC5XNDr9QSsGYAuLS2F\n3W7HkiVLAIB0m2VlZejt7QWfz0dJSQmlJlZXV1MwDABMTEzAYrFAr9ejs7MTBoMBsViMXDtY0x4D\npE6nExqNBkqlEp2dnSgtLSUnFQYSpVIpotEo+Hw+NfgNDw9DIBCgrKwMV65cgUQigVarBZfLJaad\n7TMajZK1XHFxMbF2JpOJ3EoAUIoj00IXFRWBw+HA7XZDp9PB4/HAbDYjFApBp9NhYmKC5BIGg4Hk\nBcx7WqfTwe/3U6Mmk7yw1QUmdfH7/SgoKIDT6STpCgBi8kdHRwHMNgdqNBqy17NYLLDZbMjLy4NC\noYDX60VzczMx3swykum4hUIh4vE4rWCwSUW6TpZN5piXt0wmQ25uLgFfNqFk27Pb7SgsLMTAwAD0\nej05tTDpUldXF5YsWYJQKIRYLIaysjJMTExAqVQSk8+u9eTkJBwOB1kVcjgckkZ1d3fjrbfeQmtr\nK3g8HpxOJxKJBHJzc2E0GrF582bs3LkTsVgMzc3NdM/ZbDbk5+cjHA7Ta7m5ubh06RIkEgmcTicl\nZra2tmJ8fBxFRUWQy+U0SWZ+3iqVCqOjo6RB93g8qK6uxuDgIAYHBwmsjoyMIBaL4ec//zlaW1vB\n5/Px/e9/n+6D9IjzJUuW4Ny5c+jq6oLP58OSJUvA5XIJ6FZXV+PChQuIxWZtApnjDAvoYeFYCoWC\nGi5Pnz6NkZER8Hg8tLe303kVFxdjyZIl80pRdu/eTY2htbW1iEajGSTBL37xi3m14oydnqtZ1mq1\n9H52vjMzM/OC2/QGy2g0mgH6mbTq42qhYJ30mk9XndVZ33yVBdvZytZNVlwuFytXrpy3E5/L5ZIf\nd/qAbjabsW7dOmzZsgUAyGUBAM6cOZPBAo2Pj1NUNnM52LJlC86fP4/z58/j4MGDiMVitBTOXBpc\nLhfOnz+PaDQKuVyO6elpsvMLBALYtm0bHnnkEfzkJz/Bjh07kEqlqHHT5/PBZDJhdHQUOp0OPT09\nMJlMSCQSpNvOy8uDUCgktpe5cly9epXcUJhnNotwX7x4MUZHR5GTk0NNiVVVVcRkM/vCRCKBnp4e\nssljOm4Oh0MTA7VajWQymfEa8KcI+oKCAtjtdgiFQng8HtK1s+RFtVpNLD1jJNlye2lpKYaHh8Hh\ncFBcXIyBgQGYTCYkk0mKJGfuDqwRkclZIpEIdDodMdZMWx6NRpGTk4Ph4WGIRCKoVCpcvXoV5eXl\nZN83OTlJ9oYsgVGpVJKPOofDIalNX18fzGYzVCoVaa65XC6USiVSqRQ8Hg/0ej3y8vLIVYY5bgwP\nD+PChQu4++67ifX0+Xw0SWJyGZYSGQqFIBQKkZ+fT1IVtVoNm80Gn8+HqqoqtLe34/7774dIJCIA\nrdPpMDY2BplMRtaJHA4HTqeTbCULCwsJbLMwJqlUilAohOLiYsTjcYjFYvT39yMQCFD6ZFtbG00I\nAJCshgE5lvio1WpRVlZG146B5MnJSVRUVGQ4CalUKtx///0EiB999FHaHnOZ2bVrF+rr67Fv376M\nIKv29nZ0d3eTNpnZC377299GbW0tRcUzCQvrnWDjxC233ILp6Wk0NjZi37594HK5GUCf9R5MTU1B\nKpXStlQq1TU+3kqlMkP/vHr16gxJzLlz58DhcLB69eoMKUprayva2trA4XBQU1NzjUylv78fq1ev\nztBXWywWarqcGwNfXV19Ddi9ePHivOB2rj0qu/YCgQAdHR03NBZ/mmAdNtH53+6ikq3MyoLtbGXr\nJqz5tHrxePwaiy8G0FpaWmC1WmEymWC32zNcFiKRSAYrpdPp8Pzzz1MD5dzl40QigW3btqG+vh5C\noRBOpxMNDQ149tlnYbFYMDo6CrFYjHg8jnfeeQcbN27EwMAAhoeHKdglGAwSgPJ6veTTHYlEMDg4\niIKCArhcLgSDQcjlcgLkDEB2dXWhtLSUEvWcTiemp6fhcrnA5XKh0+nIhUWr1aK/vx8Wi4WAll6v\nxx/+8AdoNBpIpVK4XC5yDLHb7ZSYyfyqly1bhsuXL6OoqAijo6MIBoPErjNt+vLlywGAwimYtSGT\neYjFYiiVSly4cAGLFi0iFxbBH60EJRIJZDIZenp6YDAYSBrEmhA1Gg1GRkYgEonA4/FIW65Wq3Hh\nwgWo1WoYDAYMDQ1RqmU4HCaAqFKpUFVVBafTCYPBAJFIRK4NOTk5ZBHo9/shk8moWbKgoADT09Pk\nVhIIBKDX69Hb20uuMWKxGHq9HoODg6isrITD4YBMJiPJTEFBAaLRKIRCITUn9vb24siRI9i1axcs\nFgu6urogl8shk8nIxvG5557D5s2bUVJSAqfTSd8TqVSKlStXkpOKRqNBb28vwuEwLBYLXn/9daxZ\ns4ZkRlNTU1iyZAmkUikEAgFycnJw9epValL98Y9/jEcffRSBQAB5eXkYHx+nYCTm354+eZycnMSh\nQ4dw8OBBYoOFQiFaW1vB4XAwOjqKn/3sZ2hsbERTUxNqa2tx8OBBzMzMoKmpCePj41i+fDmthjDp\niMFgIHAOgPoQGhsb8cQTT2QA0Wg0iqVLl+LEiRMIhUIIh8MZmm2LxUKAd/fu3XjqqafIkYQ1Bjud\nTtTU1GB4eDhD58waW61WK4xGI65evYqDBw8CwDXHwSYf6QC6oaFhwfekjyVOp5Pi6ReSqQDXBuXM\n1TzP5y2d7kySzurPB24/rY3gpw3W+bQ66xth0r/I7WTrT5UF29nK1k1ezO7P6/Vi/fr11zyEOjo6\niJU2mUx49tln0dbWhlQqdQ1DxeFw8Pvf/57YPKb/fOmll2C1WglcMRDPEvlYJDkD6KwZ8xvf+AY6\nOztRXl4OgUAAgUCA/fv3Y3x8HO+88w6BjFAoRO4PLByHxYwz1rmgoIBAkNlshkwmg8lkIoDF/gWA\nsbExmEwmKJVKTE9Pw2AwoLe3F0uWLIHH40E4HCYWVSwWkwsI05/HYjGIRCIChpFIhPaVn58PpVKJ\nUChEqYwACOQUFhbC7XaT7pNJROLxODweD0pKSsDj8ej/YrEYly9fRjKZRF5eHiwWCxKJRIaTSiKR\ngM/nQ3FxMRKJBEZHR+H3+6HRaDAzM4PFixeDx+PB5/NBqVTS/wUCAXJzc2GxWDAzM4MnnngCTU1N\nCIfDcDqdaGxsxK5du6iZlM/nIxKJoKioCFevXkVRURFJbphf+szMDMlgnnzySTQ3NxODzZpamXZ6\n3bp1ePnllyGRSCCRSPCHP/yBJAtmsxlOpxMPPfQQzp07h9LSUthsNhw6dIi8olmsPGO+uVwuAW9g\n1pJxYGAAPB4Pra2teOaZZ3D48GE0NDTQMUWjUfoeqNVqAMC9996L1tZWarQ9f/48nnvuOTQ2NlJT\nqFAoRGlpKa2CMOvI0dFRmmQCQFtbG2pqakjOw5xzVq1ahatXr8Ln8yEWiyEcDkOhUGQAYADXJEI+\n++yzuHLlCgKBACwWC4Fvk8mEO+64A3V1dRgfHwefz8d3v/tdaLVaPP3005iZmcm4Z69evUpAMBAI\noKamhlhw5r7BgLHVaoVUKs0A+hwOh6RlzAY0FovRvc2OlyW5pgNoZlU4FzTPHUsqKioI2Kb/Ljc3\nFxUVFVi6dCmAa4Ny0gGuw+EgkiEdODLWmZEK6U3Nc+vTNhp+0ZKQzxKA8+fYTrb+VFmwna1s3eTV\n2dmJ999/f8E45PQHgtPphFwux4oVK9DR0XHN+++++26EQiG89957iMVi9PCTSCRYvHgxli1bho8+\n+oi8omOxGJqamgAA+/btg8/nw9mzZ/H000/D7XZDrVbj2LFj2Lx5M06dOoXBwUG4XC6sWLEC3/jG\nN9DX10da2Hg8jng8Dp/Ph/z8fFRWVpKWWK/XY2RkBEajETabDYsWLUIgEKDjj0QiGB0dxW233Qan\n0wmTyQS32w25XE4OKeXl5eQBHY/HUVVVBblcTj7UzO86JycHbrcbhYWFkMlkGBwcRDKZRDweJ/CX\nrr9mAT0s6TGVSpGUpaenh5omR0ZGIJVKoVQq0d/fD7PZjGAwSJOBQCBAzB4D40eOHMGaNWsgEAig\nVCrJ9pA5vvz2t7/FV77yFfpZo9Fg+/btaG5uhkgkwv3334+77roLjz/+OC5duoSamhryqWYs789/\n/nPs3LkTgUAAR48eRUNDA+lYAUCtVuPKlSvkNZ5IJEjjXl9fT04rgUCAJA9erxc6nQ7t7e0YHh7G\nv/3bv+HBBx+kBkvWtMl6Bhi7X1paiubmZrz11lv4zne+g0OHDiEvLw/ALMvb29uLQ4cO4ZlnnsEz\nzzyDnTt3QqvVUuqlz+fDqlWrMDQ0hHfffRf3338/ZDIZBgYGKE2TaXj/+Z//GRs2bCBg+NhjjyEU\nClFQEfOpn56exrFjxzAxMYFIJAKhUIg33ngDra2tFI7DdMcbNmxAQUEBNTCyJsiWlhaKaE8HwGfP\nnqXmQwCUiMnAd0tLCwXm1NfXo6GhgewM2ec2bNiASCRCtn8A8OqrryKZTNIKVnV1Nbq6uug7y8YD\nm81G8fGlpaXzhuOMjY1h165dxA4bjUaaYFdXV2Pt2rXQarWwWq2Qy+WorKxcUCox97VUKoWPPvoo\ng30uLi7G3/zN32BycpKuy9ygnHSAq1Ao5gWOjHWeL5r+8wKWn0ewzo3GtQOfX4hNtknz868s2M5W\ntm7yYnZ/Cy3BLvRAmI+V4XK5+PKXvwwA9KDdu3cvOjo6sGLFCtrewYMHaYmcbYO5JDidTjz55JPY\ns2cPxsfHUVdXh8HBQQIDCoUCZ86cwfe+9z1qomPMKovwZk2UXq8Xu3btwr59+1BUVIRDhw6hoaGB\nHhYcDgeJRIKaP8fHxyl9kaVGFhYWYmhoiBhis9mMZDJJ2mqv10ue4QqFglIaGTvMwjF4PB7Kysrg\n9/uhVCoBzDLBk5OT0Gg0CIfDsNlsKCkpIe9rjUYDkUiEoT9GrAOzDhzV1dWw2WyUdMls5yYnJymJ\nsa+vD/fccw90Oh01ubJrxOfzUVxcTNKXiYkJmoioVCrSHGu1Wtx5553weDxQqVRwuVz4h3/4B4RC\nIdL0suZLl8tF4UVMbsOaVxcvXkyMLbPZY9Idpt2enp5GTU0NJiYmsGTJEnL+MJvN+NrXvkbSI6aj\n7uzsxJ49e3DXXXdRw2lRURHGxsawatUq/Nd//ReqqqpQV1eHjRs3kmNNbW0tOjs7CeiXlJRAoVCg\nsbERU1NTaGhowKlTp7B+/XpEo1EMDAwQK850yAKBAHfeeSfFm+/fv5+cTvx+PwUfhcNhbN26FbFY\nDGfPnkUymUQ0GiVN8iuvvILe3l4CnwDI/5tNVpubmzE4OAgAKC0tzWCI+Xw+dDpdBmOdHrfOvu81\nNTXYsWMH9u/fTwCS3bfMCYU1ObPPVVdXkwxk165ddK+mf5bD4WT4UT/zzDPX6KmnpqYyGOOOjg7a\nD5OUjI2NUcMnGyfSmWIGKOf6QS8UanPq1CmYzWYsXbqU7me2vWQymTGeLQQcGShfiIT4POrzsN6b\nyzKnWy7OlXh8UiZ9IblItknz868s2M5Wtm7yKvqj3V9bW9u8Ee4LPRAWAuEMcC/E2HC5XHq479y5\nk5jvwsJC5Ofn48SJE+QcIZfLcfXqVbS2thKDVl1dTd7bV65coZRAiUSCZDKJsrIyOBwOBINBSkt8\n8skn8eijj2LVqlWIRqPkNS2VSsmCj4XHpFIpsqtjATdGo5GW/1UqFeLxOCQSCUKhEAwGA6LRKMbG\nxiAUCsmbmgWJuN1umEwmcmZxuVwUrCISiajpzm63o6CgAMFgkKwJWWR7YWEhAoEAAoEANBoNgsEg\nRCIRZDIZWa6NjIzQNQ4EAigrK8PQ0BCx/iqVChwOB7HYrF95MpmkRsr8/HyMjIxApVKhvr4eg4OD\n0Gg0qK2txVtvvYVNmzbB7XZj6dKlGBoaouva1NRE8ehHjhzB1q1bweVyweFwwOPxIBaLSR5hMBgw\nMDCA0tJSOBwOGI1GXLx4EWfOnMHmzZuh1+tJq/vTn/6U+gMuXLiA22+/HcPDwzh79iy2bduGwcFB\nJBIJWK1WlJeXIxAIYM+ePTh27BgxrjKZDOPj46ivr4dKpcLY2BhaW1tRX1+P3NxcqFQq1NbWQqvV\norGxEXl5eTh+/DhaW1tJ68xWG1wuFzQaDcRiMVwuF/bv3w8A8Pv9iMVimJmZgcvlgsFggFwuh91u\nRyQSyWBXU6kU+vr6kJubS0BlcHAQ5eXlxAazxsWKigqSZDgcDmKxmZf91NQUCgoKiLVOZ5Sbm5uv\nkWSwlaZ0AHn27FkC0x6PJwM8lZeXo6+vDy+99BLq6+sz7lWRSIQjR47Q/fjqq6/C5/Oh6I+hMHP1\n1F//+tevGW/Ye1j0/MeBtitXruD999+nJE0ej0ffxXQg7Ha7PzY6fr7xbL5jYOm4RqPxLxpYfpJr\n8EmZ9IXkIjdL1P1fUmXBdraydZMXs/srLi6G2+3Gl770pYz0t4XqeqzMxzE27IGbznyzRML0unTp\nEtneMWbtzJkz8Pl8AIC///u/J3kIj8dDf38/ZDIZvF4vysrKyLmCeXV3dXWBz+fjySefxL59++By\nucDn82EwGGC32ykdMRaLwWg04siRI3jssccwOjqaARJsNhulODKva+YFrdfrEY/HMT4+jlQqBZPJ\nBIfDQVISk8lEITzMC3t4eBgGgwFSqZRA98TEBAH/iooKAIBCoSArQeZLzmQvzBUklUpBJpPBbrej\nuLgYqVSKIuj5fD5pp/v6+lBcXEwg3eVyIRAIQCwWAwAtsW/ZsgV2ux2HDx9GY2Njhn42HcA5nU7k\n5eXB7XbDaDQikUjA6/WS1SBj1l944QVs3boVDocDt956K4W1fPjhhyRTcDgc0Gq1KCwshNVqxde/\n/nUIBALU19dj7dq1OHHiBJLJJHbt2oWNGzeSq4fb7UZraytaWlqwbds27N+/H+FwGLt27cLu3bvJ\nF16tVpMWemxsDAqFAm63m4JmtmzZgurqagCgicXY2BgqKyup8RQA2SSGw2HIZDKy2MvPz6cJHAPN\n7PyZLRyTvgwMDGS4fgBANBpFc3Mz1q1bh5deeok08n6/n5jkbdu2kfVhOuB64403cObMGUxPT8Pt\ndiMvLw+33norSbcYgGT3lMViweHDh9HW1gaPx4Py8nIsX74cHA4nwxGE3atvvPEGamtryctao9Eg\nNzf3msbqG2kmLCsrw5tvvgm32w23201hRXPHHpfLlSHlaGtryxhH2OvprH46C329aPWFJCsGgwEb\nN24kictcjfhfSt3oNQA+OZO+EOufDcP5/CsLtrOVrZu8mN2fRCL5xAlkn7ZulBnp6+tDLBYjMKJQ\nKCCXyyGVSvHII49g48aNOHLkCA4fPozBwUF0dHRgzZo1aG1txY9//GMIhUL6bDgcxq233orh4WFi\nu1taWhCNRmG326FUKiGVSiEWiwlEr1q1Cnw+H2KxGF6vl1jLjo4O3HfffSQpYXHjzAMZmH1YM400\nA1Fsu0xv7XQ6sWjRIlgsFnC5XLjdbpjNZiQSCej1ejz11FM4cOAA+vv7qcGuoKAAFosFY2NjSCaT\nlIqoUChIZxuNRik46Je//CXuuece0guPj4+T9SCTxTAfYqFQSKmaQqEQGo0GQ0NDNOHx+/04c+YM\nNmzYQD7Iubm5SKVSaG1thUgkgsFgIBtBHo9HQKe6uho7d+5EU1MT6cJnZmYwPT2NQ4cOYcuWLSRT\n8Hq9EIvFCIVCxKZarVZqIn3hhRewZs0a1NTUkGuKQDAb6876Cvbt20fNsyxJlLGxMpmMLBpjsRiu\nXr2K6upqjI2NkavF8ePHsW7dOgSDQbS2tmLPnj2YmJhAa2srBc24XC5qrNyxYwcOHDgAr9dLYUr5\n+fkEmnfv3o2TJ0+ivr4eZrMZr7zyCjweDzQaDYXZ7N69G93d3QBA8gWZTAaJRIJjx44hFArh9OnT\n8Hq9UCqV6O3tvcZ7efXq1ejq6iJwunv3brS1taGpqQnbtm0j4M+2M1dqkH6P9vT04PXXX8/wvBYI\nBBnAd75Ew/ncPVjNBWoXL178WDZ6LoBkE56540g6s57OQqcztAtFq3/cyh2LSX/zzTcXvGb/E8WO\nk9lTpjebflYmPisX+eIqC7azla1sfe41HzOSbrXFdM4ajQbvvfce2YYBwNGjR3H33Xfj6NGjmJqa\ngtPpxPvvvw+JRILVq1dDo9HA6XTi8uXLOH78OGpqaiCTycgBpKSkhICZ3+9HPB6HTCbDRx99hHfe\neQff//73IZVK4fP5CKBIJBJqdjObzVi9ejXC4TDpUYFZELB161a8/PLL4PF4uHz5MhYtWgQA8Hq9\nAGYDXph0Y2pqClqtFh988AEqKiqQTCbh8/lIU20wGHDw4EEKyXnhhRfQ0NCArVu34siRI9T4p1ar\n8dFHH2F0dBR6vR4KhQL9/f0k52hvb8df//VfQ61Ww+PxQC6XIy8vD36/H4lEAvF4HFqtFolEAmVl\nZQBmdeHT09N0fr/85S9x5swZxGIxbN++HRwOh84pGo3C6XTi9ddfx7Zt2yASidDX14f/+I//wDe/\n+U24XC5IJBK8+OKLaGpqogbTSCRCbPr58+fxgx/8IEOmwCQp6c2DzF3j29/+NiUXvvrqq3j44Ydh\ntVoRjUbR2toKu90OPp8Pj8dDAPHAgQOor6+Hy+WC2+1GMpmE1WqFWCymICGj0QiLxQKpVIqHH34Y\nMpkM+fn5cDqd2LlzJ5qbm+F0OskV5KWXXgKfz6fI8tHRUXC5XHR1dWHv3r1obm4mlp7P58NqtcLv\n94PH4+H++++HVqslb2jWeMiAJOuh6Ovrw/bt2+n7f/DgQaxZswZvv/02gXA2IZicnIRIJMpo/k0k\nEqipqcH4+Dji8TiAWSAfj8dx9913U5PhfKxvRUXFNZ7XLNKcfefT2c+Fos2vVzfSbMfciNJlLvON\nI8lkEj//+c8xMjKCoqIixGIxdHR0ZATTpF+b62mw55sUfN4OHJ+HhR47zo8++gh33333Nc2mn4WJ\nz8pFvrj6n5+2ZStb2fo/UYx9Ghsbw9q1a7Fp0yY0NjbitttuI3AsEAiIBb7lllvwV3/1Vzh9+jQW\nLVqEkydPQiAQ4Pnnn0draysAkK6Yw+Fg3bp1eOihh8hB4Uc/+hGcTie8Xi/cbjcqKirQ2dkJt9uN\nkZERBINBCASzEfEMzOj1erS3t0MqlaK1tRVSqRS//e1v0dPTQ8ypx+OBw+GAQCDACy+8AKlUCpVK\nBZlMhq1bt0KtVmN0dBQqlQoikYiYWaarjkQi5ILS3d0NPp8PHo+Huro6vPbaa9i/fz8mJychlUrx\n4IMP4j//8z9hNpthNBrB5/MpddBkMlFQCo/HQ2dnJyYnJ8Hj8ShhMScnByqVCiMjIzh8+DD8fj86\nOzsxNTVFQHNiYgLf+ta30NXVhfXr12N6ehqTk5M4fvw4DAYDSWDq6+vR3d2Nxx9/HIWFhVi/fj04\nHA7y8vLwy1/+EnV1dZicnITZbEZtbS1JbBQKBSwWCzZs2IBgMEhuLVwuF6lUClarFfddvA+PAAAg\nAElEQVTddx84HA70ej2am5uxd+9eNDU1oaqqCu+++y62bt0KqVSK4uJi+P1+5OXloba2Fk899RS2\nb9+O9vZ21NbWQq/XY82aNaisrMSLL74IABSGlEgk4HK50NTUhB07duBHP/oRZmZm6Pv0yCOPQCKR\nZDDszK6Sw+GAw+GQhp/ZyzEWffPmzdixYwcefvhhbN++ncKINmzYAJ1Ol9F4qNfrUV1djZMnT1ID\n6tzvPzArKWLbnJiYQG1tLaampiCRSOjYAMBiseDkyZMwGAyora3F3r170dLSgpqaGnz44Yd0323a\ntAnnz5/HPffcg02bNmH16tXg8/mQyWQZ4JTJhtjxMPYTAEWbs89/+OGHH3vfz93efFHny5cvx7lz\n53D06FF0dHSQJ30ikcDFixfx9ttv43e/+x3efPNNAMCDDz6IRCJB58KsRdl1m3v8N1LzTQputNhx\ndnR04OLFi0gmkwCQce2vd70W+vx8x8eaTUUiEVasWPGZ2Hc2zq5evfozbytb168ss52tbGXrCyn2\nsEjv/mcPtHQZCQtpAQChUIj/9//+HwXc+Hw+dHZ2oqamhqzHYrFMb12Hw4GWlhY88cQTOHv2LLZu\n3UrM48svv5zR9Mh+rqiowOHDh7Ft2zZs2LCB2POPPvqIWO+TJ09izZo1iMfjcDgcJBlgMhOtVoua\nmhrw+XykUimy2mNx6oyJFQqFsNlsSCaTCAQCmJqawtTUFKanp7Fy5Urs2LEDdXV11Ow4NTWFSCSC\n48ePY/369RRO8vTTT8PlcsFqtZLzh0AgwFNPPYWGhgbE43GaZEilUnJ/CQQC+Oijj/DNb34TiUQC\nJSUlGB0dJRu4kZERJBIJ1NXVEeO5a9cuYlTj8Tjp12UyGcxmM72X6aaZj3Nubi4kEklGuiGLBmfa\ndOZcceutt6KsrIyChjZs2ACbzUYNehqNhuQMc+PFb731Vuj1eoyPj+PChQtwOByUIsi0+j6fD6+8\n8kqGJV5XV1eGx3xDQwM1JQoEAjz33HO47777oNVq8cQTT8BqtWLHjh3UX2AwGPD888/ju9/9Lk2A\n2ISLNSpyOBxYrVbw+XwcO3YM+/fvxw9/+EPU19cjPz8/IzSqqKgIK1euBPCnBj4GsE+dOgW73Y6r\nV6/itddeo9/5fD7U1NRg165dqKurywCMDocj436by/r29/ejsrIyg1VmkebzaZ7nRpsv5GGdXunn\nwaLO52N855N6MLBqtVqxceNGOsZf/epXGeA43Rnlerry6zHNn0VSsVCj4Y1a6N2Ir/UXKfnIhtp8\n/pUF29nKVra+kGIPC7Z8zsIkhoaGCHABwMsvv4xEIpEhNykqKsLy5cuRSCTQ3t6OoaEhlJeXz+ut\ny5gtuVwOPp+P6elpDAwMoLKyEsFgcN6Hx1y7MAYwfD4frFYr6uvrcc8992BiYgKLFy+G0WjEgQMH\nMDMzg5GREZhMJtLLMlZKp9PB4XBgenoaXV1dKC8vh06nQ29vLwoKCjA5OUlWgqlUiiYNTN/K5DBy\nuRw+nw91dXUAQLKH8fFxGAwGPP744zhx4gQMBgMuXbqEeDxO+u7p6Wmy/bt06RKUSiUUCgX+8R//\nkRrVWCNcIBBAbW0tCgsLEYlEMD4+TkBBKpXCaDRiZmYGDQ0NCAaDxNifP38+I5ZcpVLB7/dDKpVC\np9NRQ2L6BCsQCEAgEJAWOxaLob6+HuvXr4fVaqUgF61Wix07diA/Px8DAwMZ23C5XKQd5vF4AOaX\nArDJSkFBATVQMiBcXV1N+9+8eTNp3aVSKY4dO4ZAIIDCwkKMjIwQYE537picnERdXR1p6Tds2IBw\nOAwejwer1Yri4mIEAgFIpVIYDAY4nU6yuJuensaOHTsyjnXZsmUEcjQaTQbA7OjoQH5+Pt5///2M\nhuL29na89957BIbTARn7fl3PHWSulIBFms+XaDg32nwhD+v0+v/svXt8lOWZ//+ezEwmM5PzJJNz\nJgRJCIFwEA9otbp2ra9SrfZgWymgWSWgUUQIQogGDOAhUNRCS1rACguudfvSVdEedrdd96R0vxyF\nICGHyTmTyWkyM5nz/P7gd19NAKvtdrvbmusfyMw8p/t+nvu57s/9uT4fVYg4/jo+rWnK5SbowWCQ\nlpaWCcnn5ZRRft+k9r9Dqfi4pPrTJsiflJSHw2G0Wu2EItf/ScrHpKnNHz8mk+3JmIzJ+JOEepn1\n9vZy8OBB/H4/5eXl4mh38Qv8YjRLOVherlhrfLKskK2+vj6effZZFi9eTE1NjRSpjX95jOeRWywW\nEhMTOXfuHNFoVJL7+vp62traSEpK4tZbb0Wn03H8+HGWLl3KypUrKS4u5sCBA2zZsoWOjg6MRiM2\nm42qqiqqqqpEveS+++5j9erVhEIhdu7cyfr162lrayMnJ4djx45x6NAh6urqaGxs5NChQ+zatUt4\nularVZagc3NzaWhoICYmBrPZzKFDh3A4HKSkpFBSUkJFRQW7d++mqqqKoaEhcnJyaG1tJT4+nt27\nd1NZWYnT6RQN8mg0ysjICAcOHKCyshKv14vFYsFoNEq/aLVaXnjhBR555BHC4TDd3d386le/4tZb\nbyU1NVWoEmlpafh8PqZPn04wGJTJysXyaop3riQfFTc/GAyKHJ1Cn41GI0uXLmXr1q1ifZ6YmCj8\n8/FxcdLS29tLMBjEaDTi9XqlgLKhoQGtVktbW5scX7lM1tXVTeAw/+QnPyErK4vHH39c7lWl3PHK\nK6/wwQcfCI9Wp9MxNDTE+fPn0Wg0Ui8wODjIhg0bqKmpIScnB5vNJpKO6lztdjsajUZcDVetWsX+\n/fsJBAIMDAwQjUaZNWvWhKSruLiY0tJS4PLui21tbRPauLi4+JKE8vdRnrg4If00yO3lktg333zz\nUyG+F0/QVZ8UFhZ+rMrI74rfdb7/HQWOj0uqP20C/0lJ+eWS3/9JpHnS1OaPH5PJ9mRMxmT8SeJi\ntEw5VF7sQvlxaJainFzuJaD2rZBBu93OlClThDv7ccYV45epu7u7L1ExuFxyP355OCEhAY/HwzXX\nXMPx48cpKCggEAjQ3t6O3W5nYGCA+vp6Wd5XlJRTp07xwQcfsG3bNg4cOMC8efN4/vnneeKJJ6ir\nq8PhcHD8+HE0Gg2RSIRIJEJRUREOh4P9+/fzyCOPYDAYGB0dpa2tjZkzZ9La2sp3v/tdHn30URYu\nXMiaNWsoLy+nqamJoqIiQd4dDgfz5s1j3bp11NbWCj9cGajs3r2b5cuXE41G2b9/P3a7nWg0ypEj\nR/jOd77D008/DcCvfvUrvvSlL5GZmYnT6aSmpobU1FSCwaC02VNPPSUFkBcngcAEhHb//v2SyKr2\nHh0dFYQ9FApd0j8Xx8VJS2JiImfPnhXDpPEGLW+//TZGo1HOdc+ePTgcDs6cOTPhXmlqamJkZASr\n1YrFYuGll16is7OTwsJCrrzySiKRCFVVVZSXl5ORkUE4HAagrq6OlStXotPppChR2ZvX19dz/vz5\nSxKs8a6G69evv+ScxyOM4XCY06dP8/bbb1+WOqGSsfFtrMyn/tDE6dNqWH/SNp8W8b14gq4cJD//\n+c8zPDxMWVkZGo1G7qdPojv8T1ExfpcnwadJ4D8pKf9TJ79/SsrKZyUmk+3JmIzJ+F8JNaBfzoXy\ncmiWGvB/HwTo0KFDv3Nf4xN7uDSRv9xn45eH/+Ef/kEQbKvVynPPPSdUCJUsKtMVhTwqRRN1Lcq8\nRRkOJSYmCoVFIf9erxePx8PUqVNZvnw5LS0t7N27l8rKSlwuF36/X5bTc3NzOXr06ATHwFdffZVn\nnnkGu91OUVERHo+H8vJy2tvbZYKzZcsWNmzYQG1trViJq0Rvz5490n4ajYYf/OAHkjyfOHGC+Ph4\n9u3bx9NPP82xY8cuy6UtGCevlpiYyHPPPTfBZOmqq64SitD06dM5ePAgY2NjhMNhUfH4XQlHIBC4\nZKndbrdPMEwab9CidLZVkmOxWD7W5OTs2bNUVFQwODgoxjwq+V2wYAG7du3CbreTl5cnFCHVx+o+\nGk95UBKDCnGePXu2JFjqvvldk8TL3euXk+QrLS2VNlX0qD9m/KHUi0+73cUTdLjQPqoA8velO/xP\nqW/8d3WpP61vwf908jt+pW98TcSkSsl/PzTRaDT6v30S/5eiv79fBrfPQvwptZf/L4Sqhv+s9TN8\nur6+XGFMKBTiN7/5jXx2zTXXSBFjOBzmzJkzIrc2ffp0wuGwyKGFw2G8Xq/oDSvd36KiIk6cOEEg\nECA2NpZoNIrH42FgYIBZs2bh8XjQaDSMjY1ht9ux2Wxce+21aDQajh07hsvlIiYmRpRE1JK63W5n\n7969rFu3Do1GM+HaFH87FAqRlJREMBgkEomwfft2Vq5cidPpZGRkBIPBICYzPp+PHTt2sGbNGvR6\nPaFQCJPJRCgUEmS5paUFi8VCQkICg4OD5OTkEB8fj8fjEYrGK6+8wkMPPSTyguq64+PjOXPmDB99\n9BFf/epXxShFUURGR0dpbW2lu7ub2267DZfLhdvtJjU1lbi4OILBoOhVK466w+EgEomg0+kwGo0Y\njUZGRkbQ6y8or4yOjooJjip6TE1NFfTW5/Oh1Wo5efIkg4OD3HTTTXJOgOiURyIR2tvbycnJwWg0\nip15JBIhLi6OUCgk9uVms5lIJCIcbZPJJAhwTEwMfr9f9g3g8Xjw+/0kJSURExMjxZ5nzpzhxhtv\nFGUQdX1KZ11RMxITE/F4PAQCAUZHR8nMzCQmJoahoSGSk5OliFXx1sdzzmNiYuQ8VR8YDAb6+vro\n6ekhNzeXjIwMvF6vXKdqT3UNgUCA+Ph4vF4vkUgEg8HA4OAg8fHxBAIBKTJV2wSDQcLhsPSl0Wgk\nNjZW+OYZGRlS6Dljxgx8Pp8g7vPnzycuLk6uJTY2VjTXBwcHGRoawmKxYDabRRrQZDLh9XrRarUE\nAgE572AwKEWQCQkJQiFS56ms0VWf9vf3EwgESE5OJhwOEw6HMZlM+P1+EhMTReZS1Q8kJCTg9/sZ\nHBwkJSVFJhZKxjIpKYmRkRG5duUaq8YaxfOPRqMiQbl9+3bWr1/PlClTGBsbIxAIYDKZgAsGUGrs\nGxoawm63M336dAKBACMjI6Snp4vz68DAAPn5+USjUWknNWZ0dnZSVFSEXq+Xe8jtdsv+VJt4PB5C\noRBpaWmyHzWuqcmdMvhRsqFjY2MyLihn3bGxsQm/cblc+Hw+BgYGKC0txev14nK5cDqdFBcXi0nZ\nxeN3aWkpZ8+elfFZGRpdDv0Ph8O8//77LFq0SGhMOTk5AEJlKioq+lSGaH+M+Djlmj/XmEy2L4rP\nWhI2mWx/duLT9PXFBWZvv/02g4ODE/jOBw8e5Prrr5ffNzY2AohNtdJEnjp1KhqNRtQbxvNg9+/f\nz5IlS0T6rLOzc4JJhyoou9jm2mw209bWJklWU1PTJQYcbrcbgM7OzgnXlpubS0VFBS+//DI+n4/O\nzk5KSkoIBAJUV1eLOclLL72ERqPB7/eLVbZKBjs7O5k2bRpNTU1MmzaN7u5usrOziUQi9PT0yMsJ\nkORHyQAqDrTL5RLTEmUOMz5UghITEyNJeUxMzCVyYBqNhri4uMv2qTLXAQiFQpJ06PV6dDqdJMUa\njUbMelSC8XHPhULW/tCIj48XuUXVX8FgUBI/dQxA3DjHT5gud/+q8wekrcZ/ruzk1b49Hg8Gg2GC\nOcqnCbU/1Q+Xa6/x53K5bQOBAGazmXA4PKEvjUYjPp9P+iMQCJCUlCTXGo1GiY2NlUJXn8834brU\nfXa54ysKi0pU1XHHX/vFbeT3++VeVhOFj2unpqYmsrOzZTIVjUbRarVEo1E0Gs2E1ZBwODxhgqzV\natHr9QQCATlv1b5arZZz584xbdo0OWe/3y/PfG5uLgaDAYDm5maKioqIRqN0dXWRmpqKwWDA7/cT\nFxcn/bZkyRJmzZpFVVUV69atkwJY5UBaX19POBwWN8+srCzC4TCbNm2ivLycnJwcVqxYwY9+9CP0\nej333nsvs2bNYu3atZKQv//++yxZsgSv14vZbMbj8ci4p0yexo9zcGFcAmQ1SaPRXPKb8WPc3/7t\n39LR0SEJd2JiIldffTWzZs26ZPw+ePCg0Kg+Cf0/fvw4v/71r6mvr2fTpk0Tnr1Ps/0fO/7Sku1J\nGsm48Pl88jL6rIQa/D4roRCEz1o/w6fra8Vxht86ubW2tk74rK2tjS984Qvy+6SkJHp6eli/fr2o\nTqjl7+7ubsrLy2lsbLxkOVz9TsnRqe9dLhdZWVmXmGmMjY3R1tZGdnY29913nxTLjd+v2+2mv7+f\nUCgkCZxKihT3t6uri0AggMvlorm5mXA4jN1up7Ozk2AwKOcNiFW2CpfLhd1ul20yMzPp6OggEolQ\nXFzMRx99JEmhSjjS0tIYHh5mdHSUpKQk2tvbKSoqor29Hbh8Eqm21Wq1gtaq61Ch1WrJzs7G6XTK\n9mpfCQkJmM1m4AKAoFDkzMxM9Ho93d3dhMNh0tLSxNVStWNvby8xMTHExcVJG6pte3t75e+Lz3v8\n3+r/CuFXiLXdbqewsBC73U52djY9PT3k5+djt9sxGo0kJSUBMDAwMAHxVscfGRkBLqCBJpNJUOKY\nmBhMJhNutxudTieyiVlZWej1etrb28nMzCQ2NlakDcdfT1ZWFsPDw3IfqURfJYEKnS0qKuLs2bPk\n5eURCoVk33DBpEbRkVSSC79NbBMSEtBoNDLRV22Ul5dHd3e3INIxMTHodDo6OjrkugOBAOnp6fj9\nfqFA9PX14ff7BdFUbp4qeY9Go9K2ahKj1+uJi4vDYDCIDb1yOx0aGiIzM5Ouri6sVqvQX/Lz8+Ua\nLw6Xy0VJSQnNzc3ABQWezs5OOZfs7Gy6u7vRarXSpnl5eYyMjOB2u8nIyBD3SJXcRaNRdDqdPGsq\nWQ6FQrJf5eKqVpGi0SgOh4O0tDR6enpkX+p6dDodVquV1atX09LSQnl5+YRnuby8XGot4uLi0Ol0\n9PT0yHf79u1j+fLlzJo1i97eXqLRqOyvo6NDnFIXLVpER0eHrAaocS8nJwedTofT6cRqtfLoo48C\nyGqJ0Whk69at8tn4sVDdk+rfjo4OkpKSWL9+vSTA+/btw2g00tfXN0FmUSn/jN9eSZq2tbVRWFgo\nY5nP5yM+Pl5WG8bHxce/7rrrLns//DHj4pXJP/f4bGUbnxBxcXETOHKfhfgsItvJycl4PJ7PVD/D\np+vr/Pz8CchjR0eHJCzj+YJqP/n5+Zw8eVIGdMWNTkhIwOl0kpWVRWNjowziah82m01+pxAk9X1i\nYqJsqz6rqKjg/vvvp6amRpLi/Pz8CQipXq8nIyNDtIvVOSqEW+1P0VuUlbmyP1bygU6nk4KCAvk8\nNzdXktVwOIzNZsPv94sduELYfD6fGJKMRw67uroE8e7u7iY/P59AICAv4IsjEokIVUVRFcbGxuQ4\n46O9vZ38/PzL9qWaMCh7dvVZOBwmIyND0NPk5GSam5vlXNQ1wG+TfrWt+u5ySPvFoe43db3nz5/H\nZrMxNjaGzWaTtujq6iI/P19cK30+n6wEjD+GWkUY37bj0Wy4IDs4nprU1dVFbm4uV1xxhST4qj3U\n9Sg01mq1yn4+DqUeHh7GZrPR3t6OTqcTR0pFq0lNTZXtVV+OTxq6u7vJysqa8JvxEwG1otLZ2Slt\n3dXVhUajmXDOnZ2dE1ZRLm4LhXYrdR6v1ysGPGoymZ2dLcfPz88XmcCCggLa29uFFxwIBORcxiPU\n6juPxyPfDwwMYLPZZCKi/h6/WmO328nNzSU1NXVCe6h9qlUNdZ+oa1HPnHoW1O8zMjIIBAJYrVa6\nurooKCiQ/lP7NxqNrF69mr6+PgoKCjh+/DgulwubzUY4HKajo0PcSHU6nVBrYKLdfGVlpfSTki1V\nKwBZWVm0t7fLONPd3S3j3rJly8jMzMTr9VJRUSGUp8TERLKysjAYDDJhGS/PmJeXd0m9SXp6Ot3d\n3ZLEL1u2jO7ubv7zP/+T+Pj4CQW1+/fvl3YsLy/H7XZjNBq54447BDkfj6Iro6WcnBwZP2BinUx+\nfv6fJGdQE8S/lJikkVwUnzV6wWcx2Z6kkXx8RCIRTpw4IeiZx+Nh27ZtLF++nJ6eHgoLC7nuuusk\nMYtEIrz//vs0NjaKLvKyZctEuWHbtm2sXLmS6upqGeyvuuoqrrzySo4cOYLD4aDg/1fwUNzG0tJS\nRkdHRcWjp6eHuLg4Vq9eLUoOS5cu5eabb+b+++8XrqPiLp44cYLGxkZZ6lcvLcWH1ev1OBwO0tPT\nJYH1eDxotVo++ugjCgoKcDgc2Gw24aw6nU6ys7MJh8OYzWYaGxvJyckhJSWFjo4O0tPTaWxspLi4\nmPPnz5Odnc3Bgwe5++67SUpKoqWlBbfbzRVXXMGpU6dIS0sjPz8fo9GI2WxmaGgIk8kkyZbX6yUm\nJobe3l5JqgwGA6mpqcIRV6hXT08P2dnZjI6O4na7mTt3Lh988AF5eXmyndlslutWyWU4HBbOtVar\nlT5NT0/n9OnTZGRkEBsbS3JyMqOjo7hcLuFQBwIBWlpayMvLIykpCZ1Ox4kTJ5g6dSoxMTGcPn2a\n3NxcSeTUi1qhdnPmzKGnp4eRkRESExOxWCw0NTWRmZkptAlFb0lOTqarqwu4kKxaLBasVisnT54k\nLy+P1NRUzp8/TyAQICEhAZPJRH9/P3l5eQQCAdra2rBarSQkJNDc3My0adNITU3F6XSKvvh4t0C9\nXi9OlYmJiQBiZGQwGLjiiivo7e0V+kMwGMRisdDS0sKUKVPkXjKZTGL+U1xczPHjx8nMzMTtdpOb\nm8u5c+coKysT109Vm6AmgikpKcTExDAyMoJGo6G5uZns7GxZ8YhGo8K/N5vNpKWlodVqaWpqYurU\nqZjNZhwOB06nk7S0NGJjY/F4PPT09IhSj5p4tLe3U1hYSCgUYmRkhKSkJNxut1xXbGwsU6dOZWxs\nDJ1OR1xcHAMDAzIhb2pqYv78+ZjNZgwGA+FwGIPBgNvtJj4+nkgkIpPY/v5+7HY7iYmJJCcn09/f\nL6swakUmFArR1NREaWmp1AYoHrRyA83KyqKrq0vulWg0SnZ2Nh0dHUyZMoWenh6sVis7duzg3nvv\nxev1ignRypUrJVkPhUK0trbK9SledkFBAU6nE6PRyPHjxzl06BAPP/ww8fHx5OTk0NzcTGpqKqOj\no5jNZvx+P6mpqTgcDvx+P/n5+Tz++ONidGU2m+Wd09fXR0ZGBoCs9HR3d4sJV3JyMiMjI+Tl5bF2\n7VoxQBoZGWHq1KmMjIwI+DA+uX7uuedYtWqV3Mt79uwhNzeXwcFBli5dSjAYpKqqivr6egDWrFnD\ntm3bgAurBE8//bQYA0WjUYaHh4UCNcnZ/u+FduPGjRv/t0/i/1KogpbPSqiir89KaLVazGbzZ66f\n4dP1tUajISsri+nTp5OZmSnIXXd3N1OnTmXBggUT0FiNRkNOTg6xsbF84QtfYO7cucycOZMbb7yR\nvLw8pk+fzvDwMLfffjsAc+bMEXt2m83GjBkzyM7OJi8vj6lTpzJz5kwyMjLIyclh+vTpOJ1OSktL\niYuL44033mB4eJiOjg6ee+450tLSSE5O5nOf+xxlZWVkZWWh0Wj44IMPGBkZwefz4ff7qa2tpbS0\nlIcffpjXXntNLKudTicWi4W5c+cyZcoU8vLyxOQlLS2NxYsX89prrzFlyhRqamp49dVXee2117j5\n5ptJSEggHA7zrW99ixtuuIGBgQEKCwsFKbbb7ezevZu7775bEgWXy8WBAwe44447MJlMtLe3y5Ju\nIBDgxRdfpKSkRIqZhoeH2bFjh8ibtba2YrfbGR0dJRwOMzw8THp6uiCkcXFxmEwmoasMDg6KPbzT\n6RQb9rGxMfx+Pw6Hg/z8fKGNGI1GwuEwbrcbs9lMR0eHJB+RSISuri66u7tFo1un0zEyMoJOp2N4\neFiWsbu7u5kyZQqtra3YbDZJZLVaLYmJiaSnp9Pc3IzFYhFKg1JhUUWEBoOBpqYmBgYGgAuTOp/P\nh8lkkiTZZDKRkJAgBXVWq1XoYUajkaqqKm699VahOcEFFLSnp0euX0229Ho9KSkpxMfHC7fcbDbT\n0tIiBXwqkVfnrtVqZSLodDpl0qLVauns7MThcJCQkEBcXJyg+gqhVo6j7e3tmM1mYmJiiI+PF/qR\n2WwWvXdVyGoymYSOozS8u7q6mDp1KjqdTnjfZrMZo9HI6dOnpfgvIyMDo9Eok6sDBw5w/fXXyyQr\nISGB/fv3c+2118pELBqNSoI/nu6l7qlIJMLjjz/OHXfcwRtvvMFf/dVf4XA46O/vx+Vy0d3djc/n\n4/Tp0+Tn5xOJRPB4PHi9XvLz86W41GAwsGnTJm6++WZR4PmXf/kXysrKJInU6XQcPXpUVtAUKqzq\nRDQaDRaLhf7+fnJycsQUaHh4mNzcXLKysoiLi+PcuXO89957lJaWMjw8THd3N52dnfz4xz9mxowZ\nJCQk0NPTQygU4kc/+hHXXnstNTU1fP3rX+fVV1/lW9/6Flu3bpUVkoaGBm6++Wb0ej39/f289dZb\n3HDDDfKO+eIXv4jH42HKlCkMDAxQU1PDggULiIuLY2hoiI0bN1JaWkowGMRgMPDuu+9y6tQprrvu\nOqHy/PSnP+XWW29laGiIgYEBAoEAWVlZ3Hbbbfh8Pn7+858DF1bu7rrrLt58800ikQg2m43bb7+d\nzs5OXC4X77zzDgBf/OIX+fd//3cikQi33XYb//Zv/ybPV3l5OTfddBNWq5WMjAxsNhs2m010zdUY\n+6cI9a7+S4lJZPui+KwhnpPI9mcn/lz7+vjx4zz44IMTkPEFCxZ8LLqifl9ZWUlGRgaRSIS+vj4e\nf/xx+c2uXbsukUkbH+MR/vE24Xr9Ba1inU7HqVOnWLNmjVh05+fns3btWnbv3rNz30QAACAASURB\nVM3IyAiLFy/m5ptvZtGiRfT39xONRoXClJGRIYmQ4uuq4inloGkwGLj33nv58Y9/LMVhR48e5dCh\nQzz77LNotVqhYAAySYhEIsTGxuJyuRgeHhZ7+p6eHkEWFULd09NDXl4ekUiExsZGZs+eTXNzM//1\nX//FV7/6VTQazQQ+ryrg6+/vJy4uDovFwo4dO/jqV7/K1KlThZerOLYKoVNUgHXr1lFfX4/f76e/\nv5+ioiLsdruoVyiVEsXHXrduHStWrJB96/V6fD4fPp+P5ORkgsEgBw4cYNmyZdKWWVlZYguu0+lI\nSUmht7eX2NhYjEaj0DQUtSEzM1P0z2NiYohGo7S0tJCWliZUlq6uLlExiY2N5fDhw3z7299maGhI\nkOahoSFSUlIIhUJCRVDKK+PHGp1Oh8fjITY2lkgkQkdHB6FQSCY7/f39zJ8/n3A4TDAYFKfQpKQk\nzp07J0v80WiUn//85zzwwAMEg0FOnjxJZmam7H/q1Kn4fD6hlwQCARwOB++99x733Xcfer1eaEKq\nlkWZO3344YccOnSI5557jurqap566imhf/z93/899913n6D6ilPd3t5OXl4e9957L0899ZQk+E1N\nTUKFOnz4MCtXriQUCjEwMMALL7xAZWUlWVlZbNiwgcrKSpKTk3G5XBQXFwNw1113YbVaqaurY/fu\n3TzyyCNotVpOnDjB0aNHWbFihSggJSQk8Oqrr7J48WIcDgepqamUl5ezZ88eUV5RxdgNDQ1C31A6\n7MnJySQnJ7Nr1y6WL1+OwWCgu7ubvLw8wuEwoVAIs9mM2+3G4/HIu0TVDni9XlG/mTp1KqOjowwM\nDFBSUgJc0Dz3eDzk5ubidrtZsmQJK1eu5J//+Z957LHHCAaDcg8+8MADNDQ0UFFRwfe//30efPBB\nGYP27t3LLbfcMqEg8qmnnmLv3r0yTs6bN08K28fTRWw2G/X19fL8DQ0NiSOvXq+fIIsYjUb/12zb\nJ5Htv/D4rCGek8j2Zyf+XPv6/fff59ChQ/z617/mP/7jP7jpppvk5XW5sFqtXHnllcJVvO666wiF\nQrz22mtiq11RUSFc0cvFeIQ/NzeXm266ieuvv57ly5dTVlZGeno6DoeDw4cPYzabmT17NqOjo7z/\n/vtcd911VFdXs379eubPn8/g4KAg1Ipzm5aWRldXFxaLRZJhv9/Pz372M2677TZBpufPn8/Y2Bid\nnZ1Eo1GuuOIKfvWrXzFjxgzcbje9vb2kp6fT2dlJYmIijz/+OH/913/NyMgIQ0NDhMNhLBYLfX19\npKSk4PV6SUlJEQpGYmIi/f39UkCmEN1nn32WpqYmrrzyStE17uvrAy6oziiEVVEDcnNz6e7uFrTd\nbrczMjLC6OioKGkYjUbuuusuodkMDAzQ29srahZ6vZ6enh5SUlKIjY0lNjaWz3/+8yQnJ3P+/HmG\nhoYIBoOkpKSg1WppbW1lZGREEsze3l6hyQwPDzM4OIjX60Wn06HT6ejq6hKUODY2lnfeeYerr75a\nFDHUOTudTrRarShKKJqOx+MR6s6VV15JV1eXFGX29/dLLcF4eUm73S6KFAsWLBAOvk6nk+JKVURr\nt9uZOnWqTG68Xi9vvvkm11xzjcgmKi6/Xq8nNTWV6dOni4TmtGnTcLlcmM1muZ9OnDghKyYul4u/\n//u/59577yUUCrF//36mT59Oc3MzGo2G7u5u+vr6GBwcxGw28+6771JUVERXVxeFhYXs2rWLhQsX\nYjQacTgcxMfH09zcjNfrlXYLBoP84he/4OzZs1x77bWkpaVhNptJTk7G6XRyyy238Oqrr5KWlkYo\nFOKnP/0pv/zlLyksLOTdd9/ll7/8JW+99RZ33303ycnJNDY28u677zI6OkpHRwerV6/m3nvvJT8/\nH7PZzD/+4z+SnZ3NyMgIWq0Wt9vNnDlzBEWvq6tj1apVeL1e9u7dy+c+9zl8Ph8/+9nP6OjooKio\niJiYGL72ta8RExNDTk4OMTExXHPNNTzxxBOUlJSQk5NDU1MTjz32GGVlZXi9XpxOJ319faKRrtVq\nOX/+PFu2bOE//uM/+MUvfsGNN97IF7/4RcLhMK2trSQlJXHttdcyffp0+vr6eOaZZ9i0aRNWq5Xs\n7Gy2bdtGYWEhbrcbr9fL6dOnufbaa/nmN7+J0+nkZz/7GXABCLjxxhspLS3FarXK2KTT6Xj11Vdl\nnLzmmmsE9T537hwvvvgiCxcu5Ktf/SpjY2OMjo6i1+tZtGgRP//5zyktLeXBBx/krbfe4rXXXuOm\nm27C4XBw5513Tvjsd42bf8z4S0O2/zRTlMmYjMmYjD8wlKED8KkMHZRBxNe//nW+8IUviMRYTU0N\na9as4Yknnvi9lGjU/u68807mzJkjWsOZmZnU1NSwceNG6urq8Pv9VFRUcPLkSex2O16vV+zmlYvf\nCy+8gMViobS0lIKCAkZGRrDZbIyOjkrRqFarZdGiRTidTjZv3ix0GbfbLShjdXU1gUCAxMREXnzx\nRSwWCzqdjvLycs6fPy/odVpaGk8++aQYrSib9KSkJNra2jh//jwul4vW1lZOnDiB0+nEYDBQU1PD\nihUr6O7upq2tjfb2djHmUUnr0NCQcHtffPFFrFYreXl5tLS0kJ6ejs/nIy0tjZiYGOG+j46Okpub\nS2NjI8nJydLGg4ODE+TmOjo68Hg8LFmyhNjYWMrKyigsLCQjI4OWlhZaWlqIRqPYbDZJdlWRXzgc\nFp57VlaWmN2kpqbS29srRWKLFi0SBLq/v5/c3FwCgQAZGRm8+OKLotCSlpZGf38/aWlpZGdnC+1F\nod6JiYnk5uaSmJhIfn4+6enpxMfHc/ToUfLy8vB6vQSDQdEubmlpYWRkhFOnTpGUlMSrr75KSkoK\ns2fPFlnBoqIiIpEIX//616Vot6urC4/Hg9PpZGhoiKGhIUFvVZHg+vXreeCBB/D5fKJ1X1FRQX5+\nPllZWdx5551UVFTQ09PDzTffLDUBJpOJ3NxcZsyYgclkkkK50tJSKisrhautCoXdbrfQkAKBgFy/\nKg7s6upi1apVRCIRWc0pLi6msbGRe+65R9pJPdeqKFA944mJiRw5ckS0uAHuvPNOjh49KoXY+/bt\no7a2ls2bN5ORkYHP55PrV7r96rnLyMjg1KlTfOc735Fi7KNHj5Kenk51dTUPPPAAVVVVRCIRbrjh\nBqGzVFdXi2JJTU0NOp2OpKQk6urq2LZtG3V1dTidTs6dO0dJSckl45Qy3XnooYe48847OXHiBHDB\nTGvhwoUi96fX6ykvL2fz5s2EQiGRKV21ahWLFy+Wc1b7njZtmoxNZWVlFBQUkJaWdsnx1d+KZ28w\nGDh16hTl5eWsWrWK3/zmNxOUTy5WjLqcc+Vk/GExqUYyGZMxGf+n49O4vl3OjGd8nD9/XtwU4QKN\nZNasWZc93uX2NX7pdLzLWklJibyQfvjDH1JZWTlBPisYDLJz584JdvRqf+O1asPhMI2Njezdu1co\nTsrGXiWow8PDbN68md7eXoLBoCC2lZWVRCIRhoeHKSkpQaPR4PP5aGlpEV6sQny7u7vJycnB4/GQ\nlpbGsWPHOHDgAJWVlRiNRlJSUjh37hxwYcnbbDZjtVo5f/48u3fvZs2aNRiNRg4cOMDSpUvp6Ohg\n9uzZZGRkkJiYKMYoJpOJ1NRUOjo6MJlMaLVaKSo0Go1MmzaNaDSKz+ejra1NOLXd3d0EAgFJ2q1W\nK16vF7/fz/PPPy8JUVZWFps2beLpp59m3rx5Il02ffp07Ha78FqHhoZE0tXv94vMnjL++clPfsKi\nRYskac7OziYmJoaqqiqcTicej4e/+7u/o6qqSgyFlKyg3+/npz/9KStWrJDrUnSUcDjMrFmzcLlc\noqAyXlZzYGBATGyWL1/OqVOniEajWCwWSc4tFgs9PT2YzWbS09MJh8MMDg5itVrZuXMnDz30EPHx\n8fT39xOJRBgZGSEYDDJv3jwcDocU1NXV1VFfX49Op5tAaUlJSZHJlF6vJzY2lhdffJHKykpqampw\nuVxoNBocDgcNDQ3U1dVx4sQJKa57+umnOXfuHAcOHGDHjh0UFhYSHx9PQ0MDw8PDZGRkSCGgwWCg\ns7NT1FCGh4dlsjo6OorFYmH//v10dHQI1cnlctHe3i6/0ev18mz98Ic/ZNmyZfKsKMk+dW09PT28\n8cYbNDQ00NPTQ2pqqjhpFhYWyj5jYmLk/4mJicJHLigokOdaFZ5u2rSJ2traCdJ8SgoPYNOmTRMc\nUcvKynjzzTcvSVaVA63av5Iidbvd8tzv2LGD1NRUOTetVsvBgwflmTl37pxw69XEwGq1UlNTQ0JC\nAsXFxcycOVPGTUWFW7lypZwLMEElarwKynhQ43KfTcbvH5PI9mRMxmT8n47LIcsXx8chSCouRsen\nTp3K8ePHeeONNzh+/PgEStEn7Ut9X1tby9mzZ6WQaNmyZaSnpwsqOH36dPnc7Xb/Ts7jqVOn+PKX\nv8ySJUsmIMibN2/GarVy4sQJBgYGKC8vJzk5WWgdVVVVtLa28sADD/DQQw+xaNEiADELSk9Pp6Ki\nAqvVSnV1tXBN4+PjWbt2LWVlZTgcDgKBAIcPHyYpKYm8vDxB2Hw+H0NDQxQWFrJy5Uq2bduGVqtl\n8eLFdHR0CF/X6/Xy0Ucf0djYKBSOlJQU0tLSxDQoLS0Nm82G2WzG5/Nx5swZTCYTNpuNXbt2CV/W\nZrNJAv7www/T29uL3W7nyJEjtLW1odVqiUQiPP3002g0GtatW0daWhpxcXFUVVVhtVrp7Oykv79f\nCjJTU1Oprq6mqqpK3CRtNhunTp0CLqjRqAJMxfNWCh8DAwP09fUxNDREYmIiKSkp5OTkkJWVxcDA\nAPHx8YyOjrJz5048Hg/hcJienh6GhoaIi4ujv7+frVu3isb5zp07yc/PZ9q0afT29oruPyDSbUoB\npLi4WDjE8fHxGI1GYmJiWL58uaxeKIlDdd9UVlZisViERqQ06isrK4lGozz11FP4/X6Gh4dxuVy4\nXC4plLXb7VRVVfHAAw8QFxcn6LjD4eDMmTOSnAHs3r2b+fPnU1FRwZkzZ4ALk9ry8nJGR0eprq4m\nNjaWjz76iPLyciwWC4cPH2ZwcBCTycTq1auBC5St1NRUlixZwtq1a6mqqiI1NZXExETi4+MlAc7I\nyJBn64EHHqC4uJjs7Gy+9KUvUVxcLAWywAQUf8OGDXzjG9/AZDKxaNEi+vr6qK2tZdu2bbS2tsr/\nn3zySVG9KSsr46qrrkKv1zM8PIzD4WD58uVs2rRJJk9qLJkyZQr79u2jvLycaDTKvHnz6O/v5+TJ\nk7JapX5bUFBAOBxGp9Mxd+5c+e7w4cPMmzdP/lYrSZs3b2bbtm1UV1cTDof56KOPuP/++3nsscf4\nzW9+w1133cWJEyckaa+trcVgMDBnzhw5xp133imTkoSEhAmrCPv27ePgwYPs2rWLa665htdff51d\nu3bxxhtvUFZWJkDH+M8m4w+LSWR7MiZjMv7s43LLnVdffbV8fzE6HgqFuOuuuy7rinbxvnp7ezl+\n/DhtbW1MnTqVjz76iGAwyLJly0TusK6uTpLaZcuWkZCQQF5eHvX19ROKKz/OfW38Mdva2iYYU4RC\nIa666ipZ8h0eHqampkZe+uO9AYLBoKiW7Ny5k3Xr1mEymejp6RHEcWxsDK/Xi91ux+FwUFNTQzQa\nZeXKlaxZs4bKykq+//3vEwgE8Pl8tLa2sm3bNtasWcPy5ctZtGgRGzduZGhoSD5XYbFY2LlzJ889\n9xzHjx/nn/7pn3jsscf44Q9/KJzsvLw80RRubGyko6ODRx99VBC+mTNnUlhYyI4dO4S7q9w309LS\nOHPmDF6vl82bN7N27VrsdjsxMTGcOHGC8vJyhoeHyc7O5sknn+SZZ55hYGAAn88nCYnT6RSeu2oT\nZeFdXV3N9u3bOX/+vPDSa2tr6ezsJDY2lt27d/PNb36Tn//856xYsYJnnnmG1tZW9Ho9tbW1E4r8\nYmNjpTA2KyuLaDRKTU0NkUhEHES9Xi+ZmZkMDg6yb98+HnroITHj+fDDDykpKcHpdEq7NzQ0sGHD\nBpYvX87OnTt5+OGH8fv9uN1uOjs7qampEX68Ml4Z79waCoWkUO6ZZ54RacPu7m7mzJmDzWajqqpK\n5BYLCgrYvn07DQ0NaDQaNm7cOAG9jYuLu8TtUN2T5eXlnDt3jqSkJEGfly9fzvDwMOfOncNut8tq\n03PPPSf3cHl5OevWraOyspLs7GyRrFOFfar/7rnnHqxWK9u2bWPdunWsX79ekOz4+PgJKP7FqLLS\nnc7IyJiA3I6nZyxYsIDXX3+d3t5eca612+1UV1dTU1NDXFwcM2fOZObMmezateuyxdRvvfXWhHGn\ntLR0giW6QqJzc3OpqqoSjesVK1awevXqSxD0i82/xnsb/C70WYENP/zhD3n00UfZs2cPg4ODl7Vv\nv3h8mjt37p/EMfIvPSaT7cmYjMn4sw/1Mvm4F47iNmo0GtF3vtyLGBA0Su0rMTFxQsU/XEgoxsbG\nJIE7c+bMBHRp165dlJSUcPjwYbZu3SqqKGfPngVg5syZnD59WhJ4xV9VagTj7ZHfeustNBoN8+bN\nw2azkZKSQkFBAcFgkB/96EcYDAaeeuopDAYDubm5st03vvENtm3bxqpVq2hqauKFF14Q2+mYmBj0\nej1ms5kdO3YIGllbWyuOdkrtQ5mWzJgxQxJ9pQetPlcTA71ez6pVq4TS8vzzz/Od73xHNIANBoPo\nSb/99tt861vfEnTVZrMxODhIY2MjU6ZMYf369bhcLjweDwA/+clPCIfDzJ49G4/Hw0svvYRGo+FL\nX/oSDodDikqTkpJwOBzU1dURjUZJSkoiHA6zbds20dtuaWnBaDQSGxtLXl6eUDyUmUpOTg7f+973\nqKqqorm5mX/7t3/jwQcflHMaHh6W3xcVFeH3++nt7ZUC5NTUVJE69Hq9dHR0iDSjMoAJBAK8/fbb\n3H333TQ0NLBp0yaSk5PZtm0bJpOJq666StwKBwcHCQaDNDc3C01GyQf+0z/9E1/+8pfx+/385Cc/\nYfHixYRCIVwuFyaTCb1ez4kTJ9i/f784tyqZwiuuuEKKLtva2qivrycUCk1IcLdv3y528Fu3bpXE\nTDksqv0p1H7r1q3YbDbRYdfr9ezatYuUlBSOHTvGoUOH2Lp164RnrLS0lIMHD9Le3i6TAq/XS29v\n74SJp9/vp6CggK6uLkmsHQ4HlZWVJCYmsnTpUplgjH+ObTYb6enpvPvuu6L/7/P5MBqNvPzyywSD\nQTG1O3DggLTL0NAQo6Ojwk0fv+K0b98+5syZQzgcRqPRYDAY6OjomDCudHZ2Tigo/PDDDyfwpE0m\nExaLheHhYXn2XC4XVqtVOOCzZs2isrKShIQEcnJyZKKg/m8ymWRynJ6eLo63paWlnDt3DqfTidvt\n5pVXXiEYDIqngfI3+Nd//VfRJp8/fz6NjY0yLoVCoQn0vT+VEslfYkxK/10UnzVJuD9XObg/NCal\n//4y+/piM56ysjIMBsOEvlYyWTU1NWg0mgkJ7RtvvMGcOXOACy/E999/X3icCQkJYhSxZs0aXnnl\nFZYtW8bUqVO57777LpHWUvvTarUMDAwIijv++4MHDwoCpiS7lHGF3+8nPT0dl8tFYmIifr+f8vJy\ntm7disViARD5MoVQPvHEE5KwKWRVKXUYDAb6+vpITU2VZOTZZ5+lubmZKVOmEAqFqKioYP/+/ROk\nwgD27t0ry/rr16/nmWeeYd26dVRVVZGenk4oFOKdd97h9ttv57vf/S6PPfaYUECefPLJCTJkSo5P\nca9DoRCRSIR7772XPXv2iNyZaqP9+/fjcDjIzs6mra2N3NxcduzYwaOPPopGo6GpqYm3336bVatW\nCQqvrLvvu+8+ampq2LdvH9u3b8fj8dDf309GRobsX5n65Obmih17b28ver2erKwsScYikQjhcFj4\nvgrxjkajhEIhkeZTSbBK4JWNt5KVS0tLIyUlRSzV7XY7KSkpOBwOnnjiCZF4VH27f/9+AJYsWcLB\ngwdxu90kJCTQ2NhIXFwc2dnZeL1eEhIS2LFjB0uXLiU1NZW3336b22+/Ha/XKzxjJSO5detWTCYT\nVquVkZERTCYT0WiUvr4+XnjhBerq6hgbGxMDFqUf7vP5GB4e5vHHH5f75KmnniI/P5/q6mrq6+sJ\nBoNUV1dTW1srE4Hu7m4KCwuFU56SksLSpUupr68XtZrExESmTZsm9962bdtITU2loqKCl156SUx2\nlKvmkiVL+PGPf8y9995LMBjklVdeoampCa/XKwofin6lVplyc3NZtGgRW7duFYv6uLg41q1bR21t\n7cfe/+NRe5PJhMfjEWk/m80m5lhVVVVs2bKFQCAgKwk2m40XXnhBin9VDYFKcBcvXkxTUxN1dXW8\n/PLLMsFR16OOp8aZPXv28OSTT1JbWyvPeU5Ojmx38Rik7hlVhKnoOOp+1Gg0UoiptnnllVc4c+YM\nLpeLGTNmyHEU/18Zh02a2vz+MYlsT8ZkTMaffShe9+9a7lROgrGxsVK0qKS7xnMRLy6mPHDgwIQi\nIqVw8Nxzzwm6ZrPZePnll8V5rqysjF//+tecPn1a0M7xiNd42ohyMPR6vezcuVO4tWazmUWLFsmy\ndSAQ4MyZMyLhp7ZXkms9PT2iHNHX18fMmTNFCSU5OZlz586xY8cOkpOTGRgYYNq0aSLbptB9hVIm\nJiYyNjYmWtl2ux273c6HH34oSgZWq5Wqqipuv/12mpubWbhwIXa7nWg0itPpnEAT+O53v0tKSgr9\n/f1UVVVx/vx5TCaTrA4o3visWbN47LHHRN/YYrHQ3NwsSeiRI0c4evSomAQtXLiQtrY2Ke6srq7m\n4YcfJhgMEolEqK2tpbm5mf7+foqLi6VIc9q0abS0tOByuejp6WHGjBnAhcLFzMxMent7xQWwv79f\nkGKlquLz+dBoNPT29kr7K9UbQCT9FEppsViIj4/HbreTlZUlBaqdnZ0kJSXR0NAg+1HH8fl8UowX\nDAbZtGkTW7ZsYe/evWzZsoWWlhZJ3BcuXEhiYiJ2u51bb72VDz/8UBxU1b3S0NCA0WgUHW6j0cj6\n9et56KGHCIfDVFZW4nA4yMnJweFwoNPpyMrKor+/n7GxMbRa7YT7BBD+cyAQYMOGDdTW1tLY2CiF\nfNOmTePkyZPMmjVLjrd161ZCoZAUOar7f/zz0djYKG0QHx8vk1pFY+no6MBqtfLoo4/S3d2Ny+WS\nlRVFqxq/yqQm3MnJyaLoo9FoqKyslDZ2uVzyPMfGxuJ2uycUTwaDQbKzs8VN9p577iEYvODIWF5e\njs/nk0RWTTCV7KNKZl9++WW6u7tZvHgxR48exWQyyfWMb1O9Xk9vby/btm1jy5Yt8nyHQiH6+vpE\nKUUl12ocudwYo54F5foZDAYZHR1Fp9NNKPa0Wq0il6jaWlGoqqurP5EKNxm/OyaT7cmYjMn4s4tP\nUgy5XBQUFMiLTyXMCoUev+3FlBSr1Sq8yyuuuEL+r4q6xiNJ441ylNWzQpQuprlcrAIwNjZGeXk5\nY2NjeDweSThsNpugU0peTUmsjd8+KyuLSCQiL0Zlw5yVlcXx48cpKSkhNjZWkjSFNKulfvXvsmXL\nxMa8oqJC+M5KsUKpJixbtozk5GQ6OzvJycnh9OnT2Gw2MWgZf70ZGRk0NjaSmZkp8noKNVYIViQS\nobKykpaWFnJzc0lLS5PzbmxsFFqA4sMHAgFGR0eZM2cOx48fJxwOS9Km119wKD137hyzZ8/G7/fj\ndDrJzMyUNrBaraJaMjIyItbybreb/Px8XC6XJNnqupR7pgqbzUYgECA/P5+jR48SHx/P1KlTRbFE\nIZ2Dg4OMjo6SlpZGb28vOp2OnJwcCgoKGBsbo6Kigr/9278VPr3NZmNgYED6pKOjg8rKSnp7ey9J\n7PLz8zl27BharVbUVgoLCwHk2NOmTWPdunVs2rRJHEVDoRDl5eXk5eUJVQfAbreTmZlJJBLhvvvu\no6GhAavVKqou6t5VKh2NjY1YLBbsdjtnzpwhISFB2uj8+fMUFRURCoVobGyUSWVOTg4VFRWS2B08\neFDuF8Vn1+v1ogGvEsL8/HwqKirE7CUcDjM2NkZiYiJ79+4VzvPHqWqoCY3qu1AoNIEutm7dOuFy\nWywWNm3aRHl5uUgEVlVVTaAdAeI4qmzo1QTz2WefFeMfuJAAx8bGSiIcHx9PXl4eFRUV/PjHP5Zz\nVg6r459rvV5Pbm4uq1atIjU1VcYGVXQbDAalUFOh6OoZVs+C0uIf/wwZDAbZvqKigu7u7gltrSZO\nH0e5m4xPH5OmNhfFZ83sRPHjPisxaWrzl9HXJ0+e/ESzhYv7WknYfe9732PVqlWipHDNNddMSKDG\nG0UsX76cmTNnkp2dzfTp07FarWJ2c+zYMd566y3gAo3lpptuYvr06bKfQCDAli1buP7668nNzeX2\n22/nxhtv5KGHHmLevHncfPPNXH/99ZSVlfGNb3yD5ORk2tvb8fv94kL47//+7xQXF/Pee+/R1NTE\nDTfcIJrCd9xxB1dffTXFxcV85Stfwe/343K5ePfdd4ELyf7ChQs5ffq0WKmnpKRQVVXF5z//edau\nXcu7777LkSNH2L17NzExMdx555243W66urrYt28fCxYsQKvVAojxx7Rp03jzzTeZO3cukUiEjIwM\n4YDGxcUJgjZ//nzmz5/PX//1X2M0GomPj6epqYmkpCQ2btxIcXEx//Iv/8ITTzyBwWAQ7ehAIEAg\nEKC3t5e4uDi5bo1GQ2lpKdFolKKiIhITE8nJyRGlF4vFwsyZMwmFQnznO9/B6XRKYjR9+nQsFgux\nsbEiS7dz506+9rWvYTab6erqYmRkBKvVitFoxO1209DQQGFhITt37uSOZHxuZgAAIABJREFUO+4Q\nOUOj0YjZbCYlJYW4uDhSU1MZHBwkKyuL559/niuvvBK4QNuKi4ubQKFISkoSkxcl1+h2uzl16hQz\nZswQFZfbb78dj8fDyMgIX/jCF8jPz0evv+BG2dXVJasH8+bNIyMjQ0xxlI254j5rNBpGRkbw+/2U\nlZWJ+6bFYsFisdDe3g5cMCpyOp3AhclZX18ffr+fa6+9Fp/PR1xcHAkJCZSUlJCWlkZpaakY09hs\nNoxGI4cPH+YrX/kKSUlJ2Gw2kpOTSU1N5cknn2TmzJloNBpaW1u59tpr8fv9aDQafvGLXwAXdLs3\nbdrEVVddRUlJCR6PhwULFpCdnU18fDyHDx8mEolQUlLCe++9R0dHh9x/P/jBD7j11lv50pe+hNfr\npaCggK985StcddVV/M3f/A2zZ89meHiYW265haSkJN5++21Onz7NzTffTDQaZePGjaxcuRK3201Z\nWRmbN2+mvb2dK664gpkzZ7J582bmz5/PrFmzSEtL4/777+f6668Xy/PW1lYWL17MyMiImN9cddVV\nzJ07F5PJxJtvvklWVhZVVVWMjIyg0+nIz8+nvr6eGTNm4HQ6ufXWW7nlllu4+uqrycvLIzU1laSk\nJO666y5MJhO33367mDFt3LiRr3/967zzzjvceeedlJWVMX/+fAoLC/mbv/kbfvnLX3L8+HG++MUv\nEhcXx5e//GUcDge7du3ihhtu4Gtf+xoGg0HUhtRzGh8fD8B7770nbW02m4mLixNLd71ez/Lly8nM\nzPyjj+kXx6SpzWRMxmRMxv9y/CFmCzExMRQXF08wmElNTb0EEf80UoPwyWY7s2fPZteuXVIEdcst\nt/DNb36TuXPnTpDlmjlzJnPnzsXr9VJSUiLotZI5u+KKK6Qwq7q6GpPJRGJiosianT17lqVLl07g\nO8MFE5D29nYKCws5fPgws2bNEmRvvIKJ3W7H5XIRHx/P4OAghYWFJCcnC7VD0TOU8YdOp+P1119n\n9uzZpKWliTX82rVr0Wq12O12EhMTRbZs8+bNJCUlodVqsdlsIjGXk5PDjBkzaGxsZPXq1YyNjZGf\nn4/NZiMvL4+CggL27dvHX/3VXzE2Nsa6deuACzJ9g4OD3HPPPZw/f54VK1aIJnZdXR0bN26koqKC\n3NxcOjo6CIfDfPDBB3g8Hurr64XjvHz5crxeL4888gjZ2dmUlJQwOjoqOtwLFy6UVZCzZ8/S0dFB\nS0sL3/ve92QZHi6sssTHxwsKajKZWLFiBZ2dnUJvKSoqwufzsWHDBkZHRzGZTBgMBgYGBkSe0WKx\nkJ2dzeDgIMeOHWP79u3k5eUxNjbGjh07GBsbIz4+XrTUFWXo5MmTdHV1YbPZ+OijjxgaGhIlnNTU\nVIqKisjKymJsbExWRQYHBxkbG2PevHkkJyezYcMGsrOzcbvd7Nixg5ycHDIyMti8eTOBQIC4uDj2\n7dtHSUkJHR0d1NbWsn79emJiYli3bh1ut5t9+/aRkZHBwMAAixYt4p577hE+d2ZmppjQKJ1wpQSS\nk5PD5z73Ofr6+pg1axbXXXcdMTEx1NbWykRMGVIVFRWh118wpBkbGxMn17GxMVpbW3E6nTidThYt\nWsQLL7zA2bNn+dd//VeWLVtGa2srLS0t7N+/n+rqalHHUWi0clANBoN85Stfwev1yt8ZGRm43W56\nenoIBn+rgf/MM8/w/e9/n+uuu445c+bw9NNPs3nzZurr6xkeHkan09HQ0MDmzZupq6sT23ePx8OW\nLVvIzMyksrKShoYGYmNjiYmJwePx8O1vf1vu729/+9ssWrSINWvWCD3riSeeEJMdFePR9vLycr79\n7W/zyCOP0NzcLNSgqqoqHnzwQdLT0ykoKMBgMMhzGgwG2b17NzU1NVRVVTF79mz27duH0Wjk+9//\nPtu3b+f111+flP/7A2OSRjIZkzEZf3bxSeojHxefxiDn08Yn7evT8MjHR1ZWFg8++CCVlZWYTCa2\nbt1KZ2cnFovlkuOMN8sYz9X83ve+x969e0U3uqurix07dlBXV0d1dTWbN2+WZeSPU1xRChRKElCZ\n6MBvFRbuvvtuIpEI//Vf/4XP5yMjIwOHw4HL5WL9+vW89NJLE/iuXq+XXbt28cgjjwgd5OWXX+bW\nW2+V5Nvr9fL888/Lvk0mkxRYjk+KAJ555hmCwaBwUA0GgxTlLVu2jNHRUTQaDSUlJVKIWlVVxZEj\nR1i7di3Lli2Tosnly5dz7tw5pk2bRnx8PAMDA0KXUUlVRkYGPT09jI6OsnDhQgwGA6tXr5biuvHF\neDk5OSIZ19nZiUajkUJEu93OwMAA9fX1Im0XGxuLXq8XmoNef8G8xeFw0NPTg16v58iRIzzyyCP8\nv//3/zhw4ACPPvqomM08++yztLS00NnZydy5c1m/fj2VlZVs2bKFDRs2sGrVKmw2G7Nnz+bcuXPM\nmDGDzMxMab+8vDy2bt0qMoVHjhyhublZKA9KLu6aa64RNR01+WtsbCQUCjEwMEBbWxuZmZnCU1f9\n4Pf7ufHGG9m1a5fINpaXl9Pe3k5DQwNarZb7779/Aie4uLhYjrFjxw5WrVpFR0cHKSkpvP766yJL\n6PV6pfh02bJl0s+K5lRXV8fKlSvFnXH8MVR9gXoOdu/ezapVq4T3/corr1BXV4derycmJoaSkpIJ\n175582YOHjwohdWzZs3ijTfekGelq6uLYDCIRqMRKoy658+ePcu2bdvIycnh4Ycf5p133uGdd96R\ne1u1n+LJw4VJsZqgqOO/9dZbXHnllVJsq65lPNWrrq6ODRs2TFB1cblcLFiwgGAwKJ+bTCbq6+vp\n7+9n/vz5EyQNs7Ozue222ybVSP4bMZlsT8ZkTMafXfyhSfPvmwCPj8vxxP+YGrRlZWXycktISLiE\nhz7+OJfjfCsU1mKx8OUvf5n//M//ZHR0VAxJ7HY7O3bsoKGhgdHRUfbv38/g4OAENzu48FJvaWmR\nxHb79u3CXa+oqCAajXL8+HFZvj59+jQajYY9e/ZIIdr58+eFmhONRunv72fhwoXcd999bN26VV7w\nSmvaZrMRGxvLkSNHWLhwobhgbt68maefflqsqMfzsRUX/KmnnmJ4eJiYmBgefvhhfvCDH1BeXs7R\no0e57rrrJrjoXZwoud1u+vr65LoHBgZ45ZVXePTRR5k9ezbPP/88tbW12Gw2nn/+ecbGxjh27Ji4\n9imkMyMjg7y8PBwOh5jUqALLsbExOjs7gd9qUKvCxb6+PrGUf/HFF1m5ciXNzc3s27dPjHDOnz/P\n1VdfLfrZCqHct28fDoeDjo4O4T4rLWqXy0VfX59w2EdGRrDb7cLPHr8KsmfPnv+PvS8Pi+pK039r\nA4qlWKtYCigURUEWIS4x9vPEniQ9k85MS/pJTKdNTKx0AA1KMGor1oQBFY2aYDpqp0hwSxP70fQE\nzTad6XW6M+m2E0VQMUGQAkqgFqD2otbfH/zOya2iCsEtGb3vP0ot957l3rrf+c77vS8efPBBtLS0\n4Msvv6RKLXa7ncrMEdUUr9eLY8eO0fkrLCxEVFSUj2oH2XVpbGyEXC5Ha2srQkNDsWjRInA4HHz5\n5Zc+qhlMjW2yS/WjH/0Ip06dgk6ng8fjwYoVK6gEnlarRXZ2NgwGAwYHB5GVlUUDWwDjHFyjoqJo\n8Mk8R0ZGBlavXu2jG06MXYaHh/H666/TDLJAMGYilZaWhuPHj8NqtdI5HR0dpXJ5YrGYjhmRPyTc\neoFAgE8//RTf+9736D2rVqupGQ+5v5KTkymfnXyPjJVYLB6n201+09rb22mBJ/l9IGPA4XB8Fhuk\nToUpRkeuW2bdCauxffPABtssWLD4P4cbCZqvF8Q5kjywTp06BY/HM6UizYkwlT4xFxvMok3mwiM/\nPx88Hg+NjY00g7d06VIfdYT333+fZuaCFXASM5aUlBSsXr16nCoB0/b+7NmzlCvMfLi/++67OH36\nNJxOJwYHB2nxplQqxauvvoodO3bg8uXLEAi+Md5ITU3F22+/DYFAgKtXr/pkypOSktDU1AS73Y7n\nnnsOtbW1eP/997Fs2bKAWczi4mJ4PB6fceru7kZjYyMqKiqwf/9+vPjii3TBsmHDBshkMjQ1NUGr\n1fqMK5/PpwoUJNNYXl5Ox5UpwbZgwQI88cQTUCqVePHFF3HgwAHKqyaf+dWvfkVlD00mE5Vc43A4\n2Lt3L9auXYvKykqoVCpKLTKbzRCLxWhqakJXV5fPQom09+rVq7ROo7+/H8CYpThRawFAs9v+14vF\nYkFSUhJ27NhB5SK3bt2Kvr4+aDQaNDQ0oLS0FAaDARERETQT6/F4MGfOHKhUqoDzUFBQQM+h1+sx\ne/ZsasVOPpeZmYnW1lYMDQ1BLpejoqICEokEL730EqqqqiCXy2E0GrFy5UoaoE6bNo0eg7gijo6O\n0uuJZKiZ1/ecOXOwe/dudHd3Izs7GwsXLqT0Lv9rJTc3F21tbbQwmsgOEolKUigtk8mwc+dOujhY\nt24d3nrrLVgsFnotzZgxA16vl45BWloampqaYLPZ8LOf/QwSiQTl5eU+dBWhUIi8vDzk5OTQ3wl/\nzJo1C3a7HTabDQkJCXTRQMaAFFhnZWXRa7mjo8NHeWnXrl0+ZmAsbh7YYJsFCxZ3LBwOB7744gtc\nuXLlhgNif564TqeDXC4PKIl1PWopU/leoMDc/wHM5XJpIEyCB2K+I5VKUVJSgosXL4LD4SA3N3dc\ncEH+djgcqK6uxvr166+pSpCbm4umpiYMDg76ZM5zc3NpwM+ksGg0GkRFRaG7uxtKpZIG1ElJSfje\n974HLpcLj8eDCxcuQKPRUMnCGTNmICsri27bnzhxgvK+mZJtUVFRGBgYCDpmbW1t0Gg0WLt2La5e\nvYqMjAw0NDRgaGgoqKbwokWL6A5EWloa3n//fZw/fz7g1v/p06exZs0aGsALBAJ8/PHH0Ol09PNu\ntxubN2+mgToJhgnt5amnnsL27dvxm9/8hhqfLFiwABwOB3q9HtOnTx8XSDLH0+PxgMvlUkvxuLg4\nmn01m82YNm0azp49S+f++9//Pu1zc3MzbWdPTw8KCgpw5MgRuFwuPPfcc3A6x3TemcoiRJmHad7C\nvF6Yi7OWlhbqnEiyy8TdtaKigmamS0tL0d3dTXnqRCqP6eJK3BhnzZpFg0lyDRNqD3NB2traGtTd\nNdj9VVhYiKampnH9Yi52SNvOnDmDp556Cvv37/fJFgcDuZaJkypzF6a5uRkLFy6c0CchUJv9Fw3k\n98TtdqOlpQWpqak+WXUej0d3rVjKyM0FG2yzYMHijsX//M//YOnSpQEfqNeCf+Dr7yzJlBHzDz79\ns+CTPe/1fu9aIA9iDodD5f38s47BgouWlpaAPO9APPkLFy6MC2BI5pxpfx0oYxxMjpG5aPAHycAv\nXboULS0tkEgkmDlzpk/msampKeB3ye7AwMCAT8ArEAjQ2NgYdNwDBTVWqzXo1j9TOjIjIwOjo6NU\nf3nr1q2ora0NyL8ndAinc8y+vbi4OGD2PFgGnoxnbW0tGhoaaHAdGxuL3bt3+5gqMQNl5jWX8f/l\nMpk0Ef82E31x5r1gNBoxf/58n0DO4XCgra3Nx5WQWKCT7Or+/fvpMcj11tDQgPLycurCWlVVBaVS\n6UOTYGpqk+uNeQ0z/yYIVGQ9mXvNv17E/3fheutJmN8j2Xn/OZ0qgu2Wkd+ZvLw8KJVKcLlcH2oR\nq6V988EG2yxYsLhjwdxin8oDFRgf+H7wwQc+QROzuMr/oXq9D/Lr/d5kQQJMkuGezHmYQem1AoCJ\n2h9s+5t5jmtx8P0XQNnZ2ZRKAQAnTpzAsmXLxgV+LS0t43YLvF4vOBwORkdHqbEPyfj39/f7ZPjI\nefv7+yESiXzGgMvlYuHChdRoJTw8nFJ3SAFnQUEB7XtzczOUSiWlCgDfUHiY/HtmwJWeno7h4eGA\nQTmhjjCzp/40o6KiIqhUKsybN2/CAlun04mBgQE6XjNmzEBkZOS4zzI59BqNxmdhIBCMaUOTNhB+\nO3EuJWZCer2eWpL730P+1AepVIo9e/bQud23bx8NEq8nsAWmVmTNvO5mzZqFpqYmej3Nnz8/6K7Q\nVAJlYllPjktoLZNp01R37ch9eubMGcjl8oC8eTbYvrlgg20WLFjcsQi0xT5Z+AeOnZ2dKC4upg+h\nQFu0BDcjuzXV9k4G/hlukhkVi8Vobm4O+NCeKEi+We2fLF/94sWL+PLLL2mwZrVaqQ13REQE1q5d\ni66urqBKK8ysHXMxtXPnzgkz/uSzCoUCq1atGvc+n8/H7NmzUVpaSh0/Ax2HjBGRVRQIBNTNVCQS\nIScnJ+i2/9DQUMCgnIyzf/DFDPCByRXYBhqv48ePo7a2llp4CwQCjIyMUKpOdnY2ampqfKggpN2F\nhYWUHlFSUkLNeMix33nnnYD3UKDXXn75ZYyMjEAgGJP+Ky0tHbcAnuwiLT8/f0pF1oF2nJYvX+4z\ntoF2haaCQLtCTFra3//+d3R1ddG23sguWKD79Fb+7rBgg20WLFjcwbj//vtx8uRJH872ZHGtB9BE\nAeL1qqXcTGnCyZ5HLBYHfcgHQ7Cs2s1qf7Dja7Van2Btx44dcDqdcLlcePnll1FRUeGjllFQUEAV\nUgDfrB1zMUUkE5kyhxKJBMPDw2hubobD4YDT6atP7p8BzM/Px1dffTWpzwXbKSCLHBJMnTp1iu6i\nEG6z1+tFTk4OLbCbOXMm5SAz5RuJjFugBdREBbb+i0ymhTehrBBXTa1WSzW9mYWGgRxZTSbTuLno\n7+/HsmXLxl1vge4rUrh48uRJ9Pb2Ii0tzUeNYyIEC0wnGxTf6h2na50jUPv9Le6n0ib/+/R6s/Es\nJg822GbBgsUdC4FAgHnz5qGgoGDK372RwPFamdpgweTtUllhnoepDTzZh3aw4CVQ+69nuzvY8f15\n8kTOj9A1oqKixnG/ifW3/6KJuZgikonx8fH0tdLSUigUCsjlcmoBPhFvncvlIicnB7W1tdRiO9jn\nJju+hO8cGhpKuc01NTV48sknfcaGy+Wiv7+fLjLmzp2LS5cu0R0AHo9Hee9kPsh1zVS4cDgc1OKb\nHJ8ZIAeirLS0tEy4WGPSSdRqtc+xZ86cOeE4+IPL5WLevHl4+OGHfdrFvMYyMzPhcrkwMDBAKT9k\nsUSum6kGy7cj8xvsHG63G19//fW49t9ImyYqAGVxa8AG2yxYsGARALcy8L1VhZDXg+t5aE8l03c9\nfQ12/JkzZ/q0NTExcVISZ8GkESeiMDgcDipfR9QuiNxeMN66y+WaUB1jsiD9J2obzKLLQJrRhYWF\nEIlElOLy9ttv++wANDY2Bp0PpoRlXFwcNm3aRCkhRUVF1yyMvda1QO4joirDzMhfzyI4EJh9IkWc\nTMpPbW3tDQXLN2PHxn/ROWfOHFy4cIH+TbLLZJHQ3d0NYEyn3l8ekbQhUJuutbi9Ea43i+sHG2yz\nYMHijoTL5cLvfvc7dHR0QCaTfaceKrdjW3qyuJ5AYioB+rX6GujhH+z4BQUFAU09uFwuPv7446Bz\nHWjRFGwxxVRh+dOf/gSn01ftYvHixUH7Srb2g6ljTBZM6oXT6au3HGxsmJlef7oG0dIGJpaw3L59\nu486yK5du/Dkk09OeH1M9lrwV5Vxu91obW31yUb7c9UnC2afSBEnk8qjVCrR2NgIk8l0XcHyzVh4\n+y9ympqaAu4ItLS0YPXq1ZDL5dSVkymLWVBQ4MOJD6Y0EmxxO9nFLxuU31zc0cG2wWDA+++/D4vF\nAg6Hg6KiItx7773fdrNYsGBxG9DS0jJl2b9brY9NcDu2pSeL6wkkphKgX6uvgR7+/kF1fn7+OPoD\nc4x5PB4efPBBFBQU0ADrRpGfnw+LxTKlebpZ88qkXggEvnrLzLGfPn06cnNzx52bWQDrT9fIzMyk\nBY8ikciHmhOI/nKt6+N6s76BstHXu9PD7Dsp+PTXc4+Pj8cDDzww6WPebPgvcoItQru7u30MgWpr\na4PKYk7mPP6L28ku9L9Lu293Au7oYJvL5eKf//mfkZycjNHRUTQ0NCAzMxNisfjbbhoLFixuMa4n\ne3y79LFvVyHkrcL1ul0G6muwefI/fktLy219+HO5XKoNPtl5ulnzyqReBFInIWMjFAqp0UmwokeS\nNSZqM16vd5wBDQlK33zzTRw9ehS9vb3I+P/yc5Nt62TngiyaLly4AIlEgs2bN8Nut0/pXvU3q2IW\n+JG+T0aqcrJtvRnZ3UALsWC1BFqtlmayhUIhdcTU6XTwer3UqGiy55nK+wTfpd23OwF3dLAdFRWF\nqKgoAEBoaCgSEhJgMpnYYJsFi7sA15NlvF362N+G3fy3hWv19bv88J/qPBFFFg6HQzm3NxKgTeX8\nwYreWlpa8Oijj9LxfeWVV3zG0Wg0+nCFtVot5syZc8toA0wZxdLSUoSHh/vIGk7mXg1mVnWzr4eb\nmd2drAJIfn4+jEYjtYAXCMYs4ZlutUyevf8i4FoLvskuCL9Lu293Ajher9f7bTfidmB4eBiHDx/G\n6tWrERoaGvRzTK7b3QBmZuRugEAggFgsvuvmGbj75trr9eLzzz+n2a9rmUQA32RPJRIJqqqqEBsb\ni97eXkybNo1+P1C2iym7JhCMGeAAY78nOp0OM2fORG5uLi5dugSDwQC73U5NPdxuNw10yNY+ycb5\nF1GRv4eGhsDn830ykMy+TWauST+GhoYQFRUFq9U6rq+ThdvtxsWLF6HVamE2mxEfHz+uL/4GMYSr\nC4y5HVosFiQlJcFsNsNsNiMpKQk8Hg8WiwUajQYSiQT19fUoKytDf38/pk+fjvvuuw8ej4dmOadN\nm4Y5c+bg3LlzUKlUkMlkmD9/PkJCQnD58mUMDg7C6/UiPDwcTueYrJ3L5UJCQgKcTif4fD74fD7M\nZjM1vdFoNJg+fTrMZjP4fD4EAgEiIyMxMjICh8OB8PBwAGPBrsPhwOjoKF5//XVs3rzZh85BzicS\nicDlcmGxWBAaGorw8HC43W7weDwf1YzY2Fg4HA643W6EhITA7XYjPDwcIyMjsFgssFgsmDZtGrhc\nLqxWKwBgdHQUPB4P4eHhMJlM4PF4uHr1KhISEhAaGgqv1wsul4vR0VGEhYXR6zkkJAQ2mw1hYWGw\n2+3gcrnweDwICwtDaGgoDAaDz2tOpxM8Hg9WqxVer5deKzwej2ZdPR4PBAIBjEYjHUO3242uri58\n9dVXWLp0Kdrb2zE6Oor33nsP69ato3MQHx8PHo8Hk8kEh8OBmJgYuN1ueg673Y7o6GiYTCZ4vV6f\n8wqFQuh0Otr28PBw6HQ6Oi4OhwNhYWF0LpxOJ0JDQ+m4WywWOr89PT149dVXUVNTg/T0dIyOjtJr\nIyoqCjweDwaDgY5bREQE+Hw+IiIi4PF4oNfrYTabIRQK6TyHhYWBw+HQ+4b8S+bf6/XS69vj8cDt\ndqO3t5cmD71eL7xeL2JiYmA0GsHlchEREQGXywWbzQav14uQkBDw+XwMDQ1Bo9EgNzcXw8PDcDgc\nCAkJgVAoBIfDgdvthtvthkAgAIfDoed3uVyIiYmBwWCg403up3vvvRchISGT/m24XpBn9Z2CuyLY\nHh0dxeHDh3H//fdj9uzZAMaKKMxms8/nIiMj4Xa74XK5vo1mfisIDQ3F6Ojot92M2wY+n4/Y2FgM\nDw/fVfMM3H1z/eWXX+JHP/oRDYBPnjyJefPmTfgdt9uNs2fPUik5Yo9NttuXLFmCL774AkuXLkVe\nXh7Ky8uh1Woxa9Ys8Pl89PT00K367u5uiMViOJ1O9Pb2QiaToaOjAwB87K8bGxtRXV1NpeaYZijv\nvvsufvrTn477W6lU+rTt+PHjCA0N9XGfIw/yYCD9UCqVABCwrxPB5XJRp0GxWIz29naqArFt27Zx\nffnwww/hdruh1+tplo7J1d25cyccDgc9BofDQWZmJp599lnU1dWBw+EgJSUFe/fu9Qm4eTyeT6HZ\n0aNHx2UFo6OjYTAYsGLFChw9ehQ2mw1DQ0OwWq2YMWMG7HY7+vr6aPBfVVWFnTt3YsWKFVAoFJgx\nYwaqqqrw6quv0mCEzCX5flhYGC5fvgy32w2ZTEbvN7LwGRoaglAoRFxcHGw2G0pLS3H06FFa4El+\nj9xuN7hcLg3ISNBPjjM6OooDBw5g3bp1NMglQarH44HX66UBMYfDoUGkzWZDbGwsOBwOXC4XnE4n\nIiMjYbFYaMDqdrtp0M3n8yEUCmE2m8Hj8RASEgK73U6Daw6HA7vdDofDAeCb5yefz6eBn0gkwsjI\nCCIiIiAQCOBwOGi/PB4PHR+NRoP09HS4XC64XC6EhITA4XDQMZ45cyY8Hg84HA51/xQIBBgdHYXX\n60VkZKTP4pLMM0FHRwcyMzN9Em3kHOQ6IQsIct+o1WpIpVJotVokJyfTvpF7zOVywev1YtOmTdi5\ncyf9lxwLGFtsv/rqq9i9ezfCwsJ8FlMCgYDeR263G9HR0TCbzbBarYiNjYXdbqfjRLLWNpsNPB7P\np/18Pp8uFsixQkNDIRCMmQ/FxcXRBdbIyAjS0tJgMBhosE2uF2AsViLXRkREBF3k+t9Pt4P7Tp7V\ndwruaBoJMPbDdfz4cRQUFNBAGxh7EP/5z3/2+ez999+P73//+7e7iSy+BdxJNzGLwOjp6fHZLu/t\n7cXDDz98ze89/PDDaGhoGKfpTILK3t5eOJ1OlJeX+wSo7777LlatWgUAaGhooA9P8pkNGzaA5DaY\nyglyuRzt7e3jFBScTieuXLkS8O/+/n76ukQigc1mo1bWAoEAH3/8MR588MEJ+0n60d/f79Mmp9OJ\nwcFBnDt3Dl1dXZg+fToWLVqEzz//nP59//33489//jPdyid9Y/bBvy9arRYrV65ERUXFOOUIYCyo\ndLvdUCgU4PP5GB4epm2Mj49HaWkpXnnlFVRUVODZZ5+lGtQhISEm3QgyAAAgAElEQVTj6CXMsRkd\nHcX58+fh8Xjo+263m/KF6+rqqL50T08POBwO5HI5PY7JZEJPTw/kcjnNag4ODsJqtSI0NBRqtRoO\nhwM8Hg9GoxH33HMPurq6aHaXBHASiQQ8Hg8qlcqnLXw+HwkJCRgYGKAB58DAgM9ccTgcpKamore3\nF7GxsaisrERvby/N/PX390MqlVKZuNjYWJ+Aj2QwhUIhPffAwABkMhn6+vrgdruRlJSEgYEBGlSm\npqbC7XbDaDRSy/arV6/SzwKATqejC/iMjAxqNqPVammGXCgU4syZM8jNzUV/fz/NApM5z8nJQVxc\nHIAxLnZvby9SU1PR19cHo9GI6OhoqFQqnww6aQMJiC0WC3p7e+nOQ11dHVQqFR0/o9GI3t5e2m7g\nm+TDwMAA7btAIEBCQgL6+/sRHx+PwcFBuN1uWCwWaLVaJCUlwWq1wmw203El10p5eTlUKhU9FjAW\nUMvlcvT29iIlJQV2ux1GoxE2m422RavVwuVyISMjg2bCw8LC0NPTQ9tKriWSAScLGnJtkXOSABwA\nkpKSEB0dDYvFAi6XS/tpMBigUqnod8n1B4wtMEJCQiCVSmlfAtG37qSM8+3CHR9snzx5EmKxeJwK\nyT333INZs2b5vBYZGXnXZTzvtmwnm9m+e+Y6PT19HOfwk08+oZmpwsJCmiXyR1paGgQCgc/3p02b\nRh3zBAIBDXilUilKSkrQ2dmJTz75BIWFhUhLS0Nrayvcbjd9UEVGRtKsHlM5wWQyITIycpyCAlGR\nYCpHTJs2DQKBwEc1orS0FGfPnvV5IF6+fPmaGsakH8nJyT5tItu3P/zhD4Nm2E+ePOnzECZ9Y/bB\nvy+EusV8nWkVLhaLweVyaYZfJBLROSQ7DUlJSTQILikpQWNjI+rq6nzOI5PJfMbm+eefh0KhoBrd\nMpkMNpsNg4OD9LwkKE5LSwOHw8HZs2eRlZVF+yGTyeiOh8fjgUwmQ2pqKs0Se71ehIaGwuFwYHBw\nkPJbmZntwcFBhIaG0vbV1tZCJpPRwjeZTAaHw0Gzj/586Z6eHshkMgBAV1cXpFIpdDodOBwOZDIZ\n+vv7ERoairi4OPT29oLH44HD4UAikUAgEFAqADD2O5ieng6VSoXk5GSEhISgr68PaWlptM3kszKZ\nDCqVChwOB4mJiYiMjKTvJSQk0Gua7N4QuoHNZoNer4fD4YBEIoFWq0VqaipCQ0PhcrnoHLW3t4PP\n54PL5aKlpQVFRUW4evUqZDIZ+Hw+pFIpACAiIgIGg4Feq2q1GsnJydDpdHC5XHT8QkJC0NHR4aPA\n4nA4IJPJcPXqVfqay+Wi49Df348ZM2bAbDZDo9HQfqSnp8PhcECv1yM1NRVXr16F1WqFTqdDUlIS\npXKlpaXRc5O2k3Hu7OxEfHw8XViR/pC2kPkh5yOfJccgtBHyf5LdJ9dXSEgI+vv76XVFaB/k+Hq9\nHi6XC4mJidDpdLDZbD5jRa4/YEyNhgT6MpkMarV6HHebOIfeatxpme07mkbS09ODQ4cOQSKR0B+E\nBx54YELXqruNy3u38XhZzvbdM9dcLhfnz5+n2ster9enUGyiYiePx4NLly5Bo9Ggr6/Ph8fs8Xhw\n7tw5GI1GPPPMM+PoEkS67rPPPoPVaqWZ7QULFmDjxo1wOBxwOBwYGhpCTk4OjEYjNmzYALlcDgDI\nysrC0NAQpaMw2/zBBx/A5XJheHiYPuh5PB7MZrNPG06dOnVN9QXSj+HhYYhEIpjNZtpXrVaLF154\ngX52165d2LhxI/17//79yMjI8LEH37t3L0wmEywWS0DONumLRCJBSUkJRCIRcnJyaLYsJSUFX331\nFTZt2gSpVIoXX3wR2dnZGBkZgcvlwvPPP49t27YhPT0dK1asQEVFBaKiovDRRx9RWklmZiZSUlLQ\n19eHnp4eCAQCvPTSS5BKpXjjjTcwMjJCA2i73Y6nn34au3fvBp/PR2JiIgwGA5KTk2EwGPDRRx/h\nkUceoQuskZEReDweGI1GZGdnQ6fT4cKFC0hLS4NYLEZERAQsFgvcbjfeeecdrFq1inJ07XY7pWD8\n5S9/wX333YeVK1fiueeew4MPPgi73Y5PPvkERUVFiI+Ph8ViwezZs+F0OuF2u9HT04OYmBiIRCKc\nP38eYrEYQqGQUlC0Wi0iIiJosJeSkkLvAS6XSzPCJKPscrkgEolgtVoxPDyMmTNnYmhoiO4S6HQ6\nxMTEgMPh+ATkJNNMqBYhISE0EOPz+fQz/f39+NWvfoUNGzYAAA0eh4aGkJCQALvdDqFQiL6+PqoW\nNjg4CLvdjvz8fMoVDgkJQVdXFxISEhAZGQlg7Dec0G727NmDNWvWABgLPGNjY6FSqXD16lUsXrwY\nHo8HLpcLXC4XdrsdoaGhcLvdNNAkVA4Oh0MXXKOjo5SqYjAYEB8fD5fLRT9DfgN4PB4EAgGsVisi\nIiJo/YTVakV8fDw8Hg9dkItEIjgcDrhcLmroY7PZKM+b7DZcvXoVQqEQMTExCA8PR1hYmA+1lfSB\nw+HQzHtoaChsNhsiIiKg0+nA5/MRHh4Om80GtVoNsVjsM08ETO44oY80NTVhxYoVlKbjdDppnQUJ\nwLlcLr73ve9N/ON7E3Cncbbv6Mx2eno6FednwYLF3QV/7eWp2JIT6+2cnJyA7xUWFtKHU1dXFw0g\nTSYThoeHAQCLFi1Ca2srDh8+jL6+PqSnp4+z2c7Ly4PH48H+/fsD6kf7t7mzs9PHKhsANcEgrn/z\n58/HvHnz6HZyMExkG97S0nJNmbJAqgYTqVcEk7EDQGXuyPHVajWqqqrw4YcfIiYmBhaLBQqFAhKJ\nBAaDAUqlEhwOBxcvXsTp06ehVqtRUlKCnp4exMfH00xpSkoKPV5lZSV2794NrVaLuLg4FBYW+qhw\nXLlyBRs3bqSB/kMPPYTBwUHMnDkTKpUKdXV1qK+vR1hYGC5cuACn0wmhUIgjR47g8ccfx7Fjx1Be\nXg6v14unn34aP/7xjynVJTIyEnPmzEFraysOHDiA6dOnQyKRIDk5GcPDw4iJicFDDz2E0NBQnDt3\nDp9++inKy8vR39+PoqIixMbG4oMPPkBhYSGSkpKwf/9+rFixAhKJBGFhYbTos7u7G8nJyTAajRgd\nHQWHw4HNZsPrr7+OV155BXa7HdOmTYPZbEZnZye+/vprPPDAAzh37hzq6+tRX18Ph8OBuLg4mM1m\niMViyGQy1NfXY+PGjYiKikJ3dzeys7PhdDrh8XgoxUMikeDrr79GYmIi4uLi0NbWhsHBQURHR4PP\n5+PQoUNYtWoVOjs7YTKZEBERgYSEBPzlL3/BAw88gNDQUNTX1yM7O5suXK5cuYLExESIRCJcvnyZ\ncokJtWj9+vXgcDiUgvT73/8eCxcuhNlshl6vp1btBw8epDtEFosFKSkpGBwcRHx8PDgcDkZGRjAy\nMkKpHGKxGDqdDiaTCSEhITCZTHC5XEhOTobJZEJ0dDQuX76MX/ziF1izZg2OHz+Ol156CR0dHUhO\nTsbg4CAtpiQFiCKRCH19fZBIJLh06RIkEgn9rRgcHIREIoFYLIbL5YLJZIJarcaxY8ewbt062O12\n+n23242UlBSYzWaaPBGJRLDb7dBoNHC73XTnKysri2rFR0ZGor29nXK1f/vb32LZsmUQiUQ4cuQI\nVq1ahaeffhrnz59HRkYGoqOjodPpEBcXh2effZbem4cPH57wd4VFYLB2QCxYsLgrQAJGADdFyorP\n52Px4sXIy8tDaWkptm3bhj179kAul+PcuXPg8/koKirCkiVL8NRTT2FoaAhOpxNFRUVQKpU4f/48\nPvvsM3g8HhQWFqK4uBhz5871CVgn0+b8/Hzs378fCQkJWLJkCRYtWhSUHjNZkEB6//79aG5uxsKF\nC33+Zuo9B2p3IFzr80xda3KenJwcFBYW4r777sM999yD8PBwREdHU6pJdnY2BAIBSkpKsG3bNmzc\nuBGff/45li9fjo0bN2LTpk1oamrC/v37ceDAASxYsAAZGRno7u7G+fPnUVBQgIcffhiLFy/GnDlz\nfAJ9sViMZcuWobCwEBkZGdBoNDAYDFi5ciU1Sjt48CDKyspgs9nQ1tYGuVyOsrIyDAwMUKrL1q1b\nsW7dOvzrv/4rUlNTIRAIaBB+8OBBjIyMwGAwQK/XIywsDEVFRVi/fj1qamrgcrmgVqvx2muv4dFH\nH4VYLIbZbMbatWsRGxuLDRs24NKlS4iLi4NKpUJ8fDx0Oh2MRiPNtpMgbHR0FKtWrYJKpcJjjz2G\n0dFRLFiwAD/96U9hsVjA5/Nx9epVOBwOvPbaaxAIBOjo6IBer8eaNWtw5coVnDlzBlKpFCMjI/ji\niy/Q2dkJsVhMFyupqanweDyIiIiAQqHAyMgIIiMjERcXhz/+8Y+4dOkSpXxIpVK8+eabWLx4Mdat\nWwcej4eKigosX74cg4ODiIiIQHJyMt58803Y7XakpaUhMzMTycnJlFbR09MDlUpFKRqLFy+mPHGD\nwYCUlBQcPHiQunlGRERAIpHg4sWLiI2NRU9PDy3IlMlk6OzsRHl5OZ544gnYbDYkJibC7XbTPly4\ncAEajQb/+Mc/kJaWBqlUioyMDLS1tWFgYIDuStTX19MdnqioKGi1WqxduxYREREYGRlBSkoK1Go1\noqKicOXKFarqQpRlYmJikJKSgvLycqxcuRJqtRrLly9HYmIi7HY7Vq5cieXLl4PL5SI8PBzLly+H\nXq8Hl8tFeno63ZGzWCxQq9Xo7u5GW1sbJBIJ7HY74uLi8JOf/ARCoRDd3d1YuHAhzp49izNnzmDm\nzJnYunUrLl++jIiICJ/6EFLPwWLq4P3Hf/zHf3zbjfguwWq1wuPxfNvNuG0QCAR3FXeZx+MhIiLi\nrptngJ1riUSCJUuWYPHixSgrK6N6yDcKiUSCy5cv45NPPgEwlsFdvHixT0E2MLYFfOLECWzduhWl\npaX49NNPaSCbnp4e8Njx8fG49957MX/+fDz33HMoKioaF6RyOBwkJydj9uzZEIvFaGtrw//+7//C\nZrP5UOiAbyyy//a3v8Fut497P9Axk5KSwOVyff6+GeMWCP7nJechr6empmJ0dBQPPfQQZs+ejeTk\nZCxfvhwjIyP47W9/C2CsHuevf/0rgDEX4SVLlqC4uBhJSUlUN/mDDz7AiRMnsGTJEspZn+j6IO+p\n1Wr813/9Fzo6OnDffffhkUcegUajwYEDB1BZWYl58+ahtLQUUqkUJ06cQGFhIf76179CKpWisrIS\noaGheOKJJ2AwGOByuZCfnw+Xy4WNGzeitbUV06dPh0gkwtWrV5Gbm4uDBw8iLy8P06ZNo5J2DocD\nGo0Ge/bswYYNG5CYmIienh787ne/w6JFixAREYHy8nKMjIwgMzMTQqEQP/nJT6DX6ymf/NNPP8W/\n/Mu/wO12Y8GCBRAKhfjxj38MHo+H9vZ2FBUVwWQy4Re/+AXmzZsHPp9P5fcINcjr9UImk2FgYAC9\nvb3IysqCWq2GWq3GRx99hO9///uwWCyIjo6GQqFARUUFQkNDweVyYTabERISgsWLF6Ovrw9/+9vf\nUFRUhJGREbS1tWHevHkIDQ1FSEgI4uPjMTo6iv/8z//EnDlz6KLEbDYjOjoa77zzDh566CF88skn\nCAsLg9VqhdVqRXp6OkwmEwoLC2Gz2WhG32azYfbs2dBoNEhJSUFrayv27t2Lf/qnf0J8fDzVsH7g\ngQfwzjvvIDMzE42NjZgzZw6Sk5MRHR2NsLAwxMXFYf78+TAajVi6dCliYmLA5XJx9epV/O53v8O/\n/du/4eLFizCZTODz+fjBD34AoVCI0NBQmEwmJCYm4sqVKwgJCcEvf/lLFBQUoKGhAYsXL0ZPTw8k\nEgnUajV++9vfoqOjA5WVlXQR/eyzz+KJJ57AwMAATCYT2traMHfuXNTX12Pu3Lm0yLG7uxu//vWv\n8fDDD+Py5cvUrj48PBx6vZ5y0Xt6esDn8zFjxgyEh4fjvvvuQ1RUFOWjf/jhh1TK8YUXXqD3zK0E\n+f2+U8BmtlmwYHFXIFBm1e12o6WlBc3NzWhpabmuBRiXy8WsWbPGZaD9j01MLDQazTiVk2C4cOEC\nzdIuX74cbW1tE7aFBJOrVq1CcXExzp07F/D9F154IeD733WQsb7//vvx9NNPY9GiRSgqKkJubi4d\nf1J0CYwV94nFYjoHgZQVmMcOlnkn782ePdsn+52QkIDc3Fxqp/36668jLi6O2s0XFBT4ZN6ff/55\nrFixgqp7mM1mqshSUlICp9OJ0dFRqjcul8shlUphNpuh0+mg0+no3yqVCuHh4Th79ixkMhl+8pOf\nYPfu3QgNDYVSqcT999+PmJgYDA0N4Re/+AXEYjEqKiogkUggk8movvi2bdtgs9nQ2tqK7u5uqgwC\ngGper169Gps2bUJqaioMBgMkEgn+/ve/QyAQUH7x0NAQxGIxYmJi8NVXX6GzsxNDQ0NQq9VwuVwI\nDw+HRCKBxWKBVCqF0WjEypUr4fV6UVpaSqUYS0tLUVVVhc2bN1NuuFQqxR//+EdoNBrExMTAbrdT\nqkdZWRlef/11PProo0hLS8O+ffuoHjnRH4+Pj6fa7R6PBzabDWazGVevXkVWVhYKCgrA5XJhMBhw\n9OhRvPHGGxAIBHjkkUfoApbQUng8HmJjY7Fs2TKoVCpa1Ltx40YaJK9Zswbt7e2UX15VVYVf/vKX\nVKdcJBJh7969yMnJQVpaGiorK5GcnEx3R0gOND09HTKZDCUlJfB6vRCJRNi3bx/cbjdUKhXi4uIg\nFotRWloKt9sNjUaDhIQEDA0N4dKlS5DJZCguLsZrr72GuXPnUt+AHTt2QCKRICkpCcPDw5g/fz5m\nz56Nmpoa2O12unOUlpYGhUIBhUKBDRs2oKmp6ZqF1ywC447mbLNgwYLFRGhra8Pq1ashl8vR3d0N\ni8WCRYsWTdk5LxB/+cKFC/jyyy9hNBqh1+vB4/FQWFgIq9U6aWe2qbomXuvzd6oFc2FhIT7++GOq\np0zmQiwW+2hwM63Jr4dKRIJof/e9YJbqhKd+8eJFn3EPCwuDUCjE9OnT0dXVBZlMhpCQEJw4cQLL\nly8Hj8dDdnY22tvbMTg4SOky8fHxMBgMmDt3LlXEISpaRqMRZWVl0Ov1WLVqFS1cXbNmDcrKysDn\n8ykPuK6uDp2dnVCr1bQ9WVlZtKgvISEB1dXVqK6uRnt7O61JUKlUSE1NxeDgIJYvX46WlhbEx8dD\nKBTC4XBg37592Lx5M9WNdzrHtNRLS0upRjQ5j9vtRl5eHmbMmIHLly9Dr9dT3jtZfGzZsgVyuRxq\ntZrqZtfX1+OFF17Ayy+/jNraWvT19eGRRx6ByWTCL3/5S1RXV1Med3R0NOx2O2pqalBbWwsulwux\nWEwzyomJiT6a6kwt6Y6ODthsNly5cgUKhYKqghBlFqfTibS0NCoxqlarIZFI8Oabb2LZsmWYPn06\nampqUF5ejgMHDiAiIgLPPPMMtmzZApFIhEceeQSdnZ0Axtyuh4eHqUU7KeB94403UFdXh2effRYK\nhQKDg4Oorq5Gd3c3JBIJampqsGPHDggEArzxxhtQKBQYGhpCeHg4BgYGEB4eDqFQiNOnT2Pjxo3Y\nvXs3Ll++jLa2Npw/fx7JyckQi8WwWq24dOkSVCoVpY2o1Wr8+7//O/bs2QOXywWdTkcNnFhMHWyw\nzYIFi7sW3d3dkMvl49REphqABrLK1mq11LBFIBCgsbERALBw4UI0NTX5GNAA3zg6Mp0pAxUmToRr\nfX6qx5sMArWbuVhhuksSN02SSbxZ8C+GBcYCcP8CU2JNfi2r6mAIZp/OfI3saJDxKCgo8HGSJNng\niIgIDAwMIC8vDzt27MDly5dRXFxMzWLq6+tpgf+bb76JFStWUAm3TZs2QaFQQCaTYcuWLairq0NY\nWBj6+/vB5XJpn8mCo6+vD9HR0ZBIJNDr9ejp6YFSqcT27dshk8mQnp6Or7/+GklJSfB6vdBqtZDL\n5RgZGUF2djZKS0up2VB/fz+OHz+OZcuWQSgUYt++fZDL5UhPT0dbWxv+/ve/0/EGAKVSiXXr1sFo\nNFKZPhL0lpeX4/Tp05BIJMjJyQGfz6dFrR6PB3K5HCaTCcCYs+NDDz0EHo9HudYmkwnTp0/HmTNn\noNPpcPr0aZw+fRrr169HZGQkEhISYLPZoFKpoNFokJycjP7+fkybNg1nz57FsWPHUF1dPU6bXa/X\nQygU0oUA04QqJCSESlKGhYX53FNvvvkmKisr4XA46G8LU5Pd6XRSSlR/fz/tG3HXtNlsSElJoa6p\np0+fprKeJpMJDQ0NKC8vp0Ww5eXlCA8PR3p6OlUhiYmJAZ/Ph9VqRUdHB13cq9VqXLlyBUqlEnV1\ndUhOTsa5c+cQFhYGnU4HoVAIgUBA6UFEVx6Aj1X8jVjW381gg20WLFjctSDFcrci2+tviqPX6wF8\nU1i5ePFin88Tioe/hOBUgkOSYe/t7UV6evq4zwfKwN8oArWbOX5tbW348ssvfRYet+uBnZGR4RM4\niEQiFBQU3NJzM8dDJpNh9+7dMBqNaGpqojKIOTk5PouN5uZmKJVKrFmzBq+++ipefPFFbN26lWq9\nV1ZWQq1W0yI9lUqF6upqFBUVYc+ePeBwOIiIiKD62DKZDOXl5YiNjYXZbKYBqVQqRXV1Nfr6+qDR\naKDVarF9+3ZKp4mMjMTg4CAaGxshl8shkUiwZcsWlJWVwel0oqGhAbt378a6devA4XBQVVUFuVxO\n7csVCgVSUlLQ399PA1CiWz06OorOzk6kpKRAKBSiv78fLpeLOk/W1NSguroaZrMZSqUSoaGh9Phm\nsxkRERHgcrlYsmQJWlpaKPXk6NGjqKiowODgoI9+e3h4OKKiomA2myEQCDA4OIj//u//xsqVK+F2\nu5GdnY29e/fS7C1Tmz08PByVlZXYsmULIiIicODAAeh0OmRmZkIkEtEiSKfTSRc+ZrMZRUVFWLRo\nEb744gukpaWhtLQUEokElZWVkEqlEAgEaGhowMaNG5GdnY2+vj4AY7ViAwMDcDgc2Lx5M3VQXbBg\nAQoLC6lcpUajgcPhoEE9yb739/dj+/bt6OrqwuDgIJKSkiAUCiGVSn3aN336dGg0GlitVmzZsgXV\n1dXgcrk0S65QKOBwOKgjplwuR1dX1x25G3a7wQbbLFiwuGuRn59PpbFuZrYXADVRYRrUTIRgQX+g\nTGowkMzrfffdF1BTnbyfn5+PtrY2nDp1alKyfdfTbub7TKfIW/3AZmbaZ8yYgd27d/tQSW4k0J9M\nlp5s8ZeUlCAlJcXn3KT4zn/cidqJRCKBRqPBhg0bfKzsN2zYgLi4OBqQkuuqra0NXq+XGg798Ic/\nhFwupzSRqqoqOJ1O7N+/H3PnzsXrr7+Oxx9/HEqlEgqFguqCE/rDE088AaVSiZKSEng8HgwODkKl\nUsHhcFAePDBW7NvQ0IDq6mqMjIwgOTkZu3btQllZGUZGRpCTk4PGxkaqKW00GtHW1oZ33nkH9fX1\n6O3tRX19PXbt2oWqqiqqkvL1118jMzOTcqD9d51OnTpFFTvCw8Phdruxfv16hISEIC0tDW+99RYs\nFgvS0tJgtVrx2muvYe3atWhoaKBynsTM6NixY1RC8i9/+QuOHDlCtdm//vprKjPI4XAQGhqK5ORk\n9Pb2YtasWejv70d4eDhaWlpo0bnX64XL5cL58+dx4cIFhIeH48CBAxAIBOjp6UF9fT2USiXsdjti\nY2OxadMmlJeXIzExEVqtFjabDWFhYTSL/Yc//AEbNmzApk2bUFdXh6SkJBw5cgQcDgcZ/9+t02g0\nwm63Y/Pmzdi2bRuEQiGio6Nx7tw5/P73v8e6detQV1dHr08i3afT6SCXy9HT04OoqCg0NTWhurqa\nZv0tFgulAikUilvy+3i3gQ22WbBgcdeCKTd3M7O9QGB+70SUi1tB8QiGa2Wjp4LJUFf0ev231rdX\nXnnlpgX6k8nSZ2RkUNoF05qemMUE2pInOw6EH0z0nZnUBpfLBZVKhX//93+HQqGAUChEXl6eT+Zx\n4cKFePLJJ1FRUUHPCQBXrlzBsWPHsHXrVprVJkH7zp070dTUhJdeegm9vb30vdraWroQ/eyzz3D4\n8GE4nU60trYiOjqa6ptv3boVZ86cweOPP46hoSFER0ejo6MDM2bMwGOPPQYul4vm5mZkZWVBo9Gg\ns7OTZrxfffVVVFdXIzQ0lOpCk2A4MzMT7e3t48bvypUrdKwzMzOpGROT6qHX62EymfDII49g5cqV\ndJdh9erViIuLg16vR3FxMWpqalBWVoZ58+Zh7969KCsrA4fDof12uVy0iJk550ePHkVXVxeEQiFK\nS0vpTkBnZyeioqIAAFVVVZBIJCgvL4fRaKQUl4MHD1KKENkByMrKglarRV9fH81iFxcXU1lDl8sF\nuVxODbQkEgm2bt0KLpdL3VVTU1PR2dlJdwsqKipo9ppk0Ek7MzMzsX79ejidTpw4cQLFxcW4ePEi\nRCIRQkJCwOfz8Y9//IPuZpDrbc6cOTft9/FuA6tGwoIFi7sa/ioUXq/3hhVKAh2Xy+XSgkydToc/\n/elP+Pzzz+nx/bWt58yZc1PaEQgTqXJMFf7tDkRdWbBgARobG1FfX4/333//lj6w/fsmFosn1Cqf\niiJNsCw9E/n5+VRthFjTk3P7U4vId8m1Mn36dKrXTmy8SRuZhj8HDx6kFChiPFNTUwM+n0/5z0SV\nRSqVIicnBxqNBiqVCkKhEAcOHMCOHTtw6NAhzJo1C21tbTh79ix4PB4UCgXWr18PgUCA5uZmHDp0\nCCtXrsSzzz6Ljo4OKl9HVFZ6enqQnZ2N2NhYWK1WbNu2DXw+HwaDAcePH0drayvNyisUCoSGhtI2\nPP744wgJCYHNZkN9fT1sNhvVIu/p6fFRmREIBNBqtbBarYNK3bUAACAASURBVDAajVAqldDpdNBo\nND5zYjQaYTQaERkZCbPZDKfTCalUCrlcjrS0NOpOKRQK6cKnv78fZWVlKC0txRtvvIHp06fjrbfe\nApfLpcdjzhuhZBw8eBACgQBlZWXYtm0bLZw8ePAgFAoFdu7cSU15SD/6+/tx+vRpyOVy/OY3vwGf\nz4fZbMbQ0BDdcSAmRWQsyHlNJhMtHq2pqYFYLAaXy4VAIEB3dzeUSiXVFtdoNJDL5fj6669pH8hO\nAVnESKVS2Gw2NDY2IioqCiaTCQ6Hgxo/kett27ZtyMnJmZSePovAYDPbLFiwYMHAzcz6+oNZkCmR\nSBAVFYW+vj7MmjUL+fn5PpSRlpYWFBcXUwOUr776in7uRh9415NFD5aVD1Y0SEC2791uN0wm0y3T\n6Cbw75tEIplw5yLYfAfq78yZMxETEzPh2DGlIElWUCQSISsry8cGmykRyaS9kLaOjo7SLLfX66WB\nmMlkQlFREaWnyGQyqqahUChQWlrqo4IREhKCl19+GQqFApmZmTTTS9RZyA7M8PAwWltbsXv3bgBA\nTU0NiouLMTAwQDO8OTk5qKqqwvbt21FXVwdgTFaPnI8EdDabjVJYamtrER4eDpVKhYaGBuzatcvH\nkbCpqQmxsbEYHBxEX18fbDYbLeAbGBigfRaJREhLS0NMTAzNzickJGB0dBQOhwMLFixAWVkZhEIh\nbDYbampqsH37dtTW1iI5ORmrV69GXl4e1q1bR++fs2fP4ve//z02bNhAnWDLy8uxZcsWlJeXQyqV\nYnR0FAB8zIgiIiJodprD4cBoNEKhUCAkJAQ8Hg/l5eVUl5w5FwaDgXK3nU4nKioq0N7ejsbGRlRX\nV/vsOBCOv1KppAE1WbyZTCaoVCq0tbXh2LFjtFhWo9GgqakJe/fuhdFoxPnz53244SaTiS7GyGJJ\nrVaPo+s0NTXBZrP5jD2fz4aLNwJ29FiwYMGCgVspj8csyCTugsGC+sl+7npwPYWSN7IIuZULGH/4\n940UIwY7X7D5DtRmq9WKqqoqmn2cNWsW1UlnLoKCWdkHsqxvbW0dd57i4mK0tLRg7dq1NGBlBmK7\ndu3yURzp7e2lW/7l5eVwuVywWq20WI4UVG7atInyyU0mEw0kiUwhyViT7OzatWshEonA4/FokaFc\nLodGo0F8fDyGhoag0+ko1UEkEtHFATPTTBRGSkpK0NbW5jPeWq0WixYtwrvvvgulUony8nI4HA5a\nmEkUWQDg7bffhtPppJlxtVqNX//611i3bh0qKyuxYsUKvP3223jzzTdRXV0Nt9tN6TwSiQRLly5F\nS0sLioqKqERhVFQU6uvrUVlZidLSUrS3t9MFAwm6p0+fjqNHj2J0dBTPP/88XnrpJUoLkUql2LNn\nD9avXw+lUon29nZERkaiqqoKtbW1UKlU2Lt3L0pKShAWFobExEQcPXoUKpUKWq2WLlBqampQV1eH\n2NhYGAwGiEQiiEQiaDQaCAQCes0plUo6H6Rosrq6GgsWLMDRo0fh9XphMBhgMBiQnZ2N3t5ehIeH\nIzExETweD1FRUbh8+TJdHACgOwBkToxGI7hcrs/Y79+/H3l5eTflHr0bwQbbLFiwYMEAMzPKNEW5\n0UJCwLcgk2wJA4GDetIOko0iAdLw8DA8Hs8NteNa2ehAuJFFyO3U955q34Jl+QO12WKx0MC1pqbG\nR5uZuYAI1oZArwcbG2bAzsx4Z2RkBMyQky1/DodDOeMSiQSvvPIKamtrYTQakZWVRd/zb3eg+gWv\n14u2tjacOHGCKoT8/Oc/p0FlXFwcDaT37duHF198EZmZmejs7KSZ4Ly8PGi1WigUCojFYkRHR49r\nO5fLxbRp06jaBjHtIYWZJKNsMpmQmprqswhpa2vDU089he3bt8PpdKKvrw+PPvooSktLKWc+KirK\nZ0zi4+PhcrmoxN/p06exe/duPPnkkxAKhfQ9Uvw4OjqKZ555hgbtWVlZPio3fX19kEgkMBqNVB+d\nzClZZGzbtg15eXlIS0vD5s2bqWGR1WqlmWqymGPOzQMPPACPx4OYmBh0dXUhJSUFwBj/2mKx0Ax4\nZmYmLdAEgOPHj2PdunWYMWMG3UmQyWRYu3YtHA4HXn75ZSiVynFFtwKBAMnJyUhOTmYLI28i2GCb\nBQsWLBhgBjn+pig3mpFlBjTDw8MTPsxIO4aHhyESib4V6TwmbqSAk/CmyXfFYvGta+gUESzLH6i/\nTOUa/2wgcwFxLe1xJoKNa6DAnPyfZMiJxCNxJ1WpVEhJScFXX31Fd0WYxYMk2CJ83ZKSEly8eBEc\nDsfHjId5HpvNRp0NV69ejaNHj6KnpweRkZEYGhqikn8mkwlWqxU2mw333nsvjhw5Qvm/Xq8XKSkp\niIyMpFJ0/jsD8+fPR1NTEwYHB5GVleVDw8nIyMDPfvYz2od3332XBpik34RjLJVKqTELoV2QjD8Z\nE6fTSZ0qidrGmTNnUFxcTAtTRSIRNeO5cuWKT9BOAlRi3NPU1ITS0lIYjUZKLyELEIVCQVVGysvL\noVKpKG3jyJEj1NxoogW41+ul14DJZKLqM/47IY8++iiUSiVCQkLw05/+FF1dXfB4PFAqlTAYDJTK\ndOnSJSgUCtjtdqooc+jQIRgMBqSkpGBoaAhmsxlNTU0wGo10F+P48eO3RCf/bgAbbLNgwYIFA8yA\nw98U5WZkZP3dBYNROZif02q1PsoUFosFf/jDH26ZSUwg3IhGN+G0Enc8o9F4C1s6NQTLQvv3d86c\nObh8+TIOHz6Mvr4+amwSaPExFdrMtcaVyA0aDAbY7Xbo9XpkZ2cH7UNzczMtrjSZTPB4PD5jn5iY\n6JNtnaiNxCKcyPglJSVRbvhHH32EiooKOBwOVFZWwul0YsGCBaisrER/fz9+9rOf4aWXXoLL5cKe\nPXsAgGp6++8MED1yrVZLJTLfeecdjI6OQq/XU8UNYIw2MzQ0hMcee4y+VlhYCJfLhePHj1Opvtra\nWhpoDg8PIy0tjY4J06mSqbZRWFiI1tZWHD9+HJs2bUJPTw90Oh0N/k+ePIknn3wSKpXKxxX0ypUr\nNLgmRaNHjhyB1WqFSCTC6OgoBIIxx8/k5GT09PRAoVBApVJR182DBw/C7Xb7XFOZmZloaWnB0NAQ\nLeYkVutkp0uv18Pj8dAdkn379uHll1+GWCzGyy+/TCX+cnNzMTQ0BKdzzFinuroaBw8epAsGorLS\n1tbms7Bvamoa9xprbDN1sME2CxYsWATBrZTjCxTkBcuIkoI7kpH76quvbvvD73qoJwTJycnUQpyo\nXHzX4fV6fYo5z58/j0cffZT24YMPPggaJE+FNnOtcSVygwB85O2CzX9GRga++OILajDD4/F8Aqrj\nx48HtJAP1EZ/gx4yhw0NDdi6dSuqqqqwZ88eGswXFhZixYoVlL6RlZVF5eycTqcPNYG5MyCXy7Fn\nzx6UlZWhv78fJSUlVOaO9Jd5H06fPn3cOPH5fISEhOBPf/oTcnNzxwWMzB2l119/nVJUiNpGc3Mz\nHA4HLBYLiouLcenSJQBAVlYW3nvvPRw6dAgul4tqcZOsudPphMfjgcfj8eHVNzc3Izo6mhY5KxQK\nTJs2DR6PB1lZWXjmmWdoQevQ0BAqKyvp56KiojBr1iy4XC688MIL1FQIAKRSKbZu3eozp++//z5k\nMhnN0Dc0NOCRRx7x0cq+ePEidQGNiIhAbW0tlVksKiqiWXd/5ZXbrZN/p4INtlmwYMEiCG6F4+JE\nCJYRZbbD4XBArVbfsoffRBSIqdAjmLjd43gzEEivm5lRNBgMiIiICPjdm8n7J8EO8I1u9kTBD6kL\nWL58OSQSCdasWePTbrPZjCVLloDD4fjwjsVisU8tgNvtpuYuAKh0HglQ29vboVKpsGPHDpSXl0Oj\n0aCvr8+HvtHT0+PjwBgbG4umpiZ0d3fTY5HAm0jvvfTSS3A6nbDZbPTcSqUSjY2NMJlMmDFjBrxe\nL9577z3IZDKf8ezu7kZkZOQ4fW6tVjtuR2lgYADHjx+H2WyGTqeD1+uFSqWiRZp6vR7Hjh3Dhg0b\n8Nhjj2HlypWoqKig6h9erxdHjhzB8PAwbRPTyCc/Px+nTp2C0+mEWq1GdXU13nnnHWi1WjgcDp+C\nVpK5J58jJkTNzc000CZj5fV6x/WP8PqZix4SKCsUCvD5fAwPD8PpdFINdxJ4CwQClJeX06CcyBQy\nEwx2u53lb98g2GCbBQsWLILgRrK514NgGVFmO1paWmAymW7Zw28iCsT1qorc7nG8GQik180sLtyz\nZw/VfNbr9eDxeFSt4Wby/jMzMyEUCn0yxIECIgL/Qkf/dpM2FBQUTOiu2dbW5nOdmc1mHDlyBIcO\nHUJvby9dUJw5cwalpaVobm6mnPaGhgbU1dUhNTV1XBHpPffcg4iICPT399PiPrFYjI6ODpoNFwgE\n9F+nc8wAJywsDA888ADOnTuHpUuXBpTEzMjIwK5du8YV/PmPD1Nek2ky1NTURIs0iRKIwWCgi9uo\nqCgqgWexWMDn8/GjH/1o3OLJ7XajtbV13DzFxcUhLi6OmtmQ45LP5eXloby8HFqtFp999hlkMhna\n2tqo3rnT6cTg4CAiIyPHLebOnTuH6upqSKVSJCQkYGRkhBbEMoPoqKgoSichFBqNRkP/fvHFF/HW\nW29heHgYs2fPBofDQVZWFt5++23o9XpkZWX9n1gsf9fABtssWLBg8R3BZGgr+fn54PF447JoNwsT\nUSBup6rItw3/uZBIJD7c+ejoaGzevJm+39jYSL97M3n/LpfLR6vZaDRizpw5PgWSwfj+JJNLMs7+\nbWD2J9BcM7W9CwsLsXfvXnz66acQCAT48MMPx+1WeDwemrlOTU2FWq0ep9UcaMFWUFBA+cqEzzwy\nMoK6ujrExMRAp9PB4XD4cJMDSWIWFBRg//79GBgYoIH8RDsp/tez0WjEqVOnYLPZ4Ha7qf07s2Az\nEIUjGP0mLy8PSqUSWq2WFicODAwgJiaGjkt4eDgyMzPR2NgIPp+PZ555xofyk5KSguLiYnR1ddFs\nNDHNMZvNVHOdZKlLSkogkUjgcDjozgQziLbZbLQ/hELzq1/9iv5dVVWFd999Fw899BDV+me52jcO\nNthmwYIFi+8IJkO34HK5t1TvdqKA/1Zy2L9NBKLHBNLrdrlctP/+bpB6vT7gsW90zIhlN9FqFgqF\ncLvdKCgowH333QebzTbh9/05/8w2XGuumRxk/+A6kH45l8vF4sWLsXjxYjQ3N2NgYIAWRwJjWs1k\nvMi/JMBfuHChj5a1QqEAh8MZJ4VH2hxMuWMqwSA5FlNa0GQy4dKlS9Ta3Gw2IyUlBadOnYJOp8PV\nq1eDLlBIMSuheTz55JPo6+uD0WikOwwkG00KQpnUoqamJjid3yjFkKy9QCCgVJOTJ09SA5zs7Gy6\nYDp58iQOHTqE/v5+7Nu3D+vWrQOHw/EJopubmzF37txxxdkCgYBmznU6HQD4LGwC9ZXF1MAG2yxY\nsGDxHcF3gW4xUcD/f5F7PRkEo8f4zwWz/0Txg3yHqGj4YzJjNhEXngRDRD2ESZ/Izs5Gbm7uNTng\nwdowlbm+ljmQPzIyMqDX6wMG84Fea29vx4oVK2iRoFgs9uFtk2Dvxz/+MT7++GMMDAzc8MJvzpw5\naGpqgtvtRkdHB9RqNex2u4+1OTPLPDg46OMAGUiFhuiPCwQCJCYmUmlDUowIjO1WEEMh/zHzV4oh\nDqHkfEuXLvXJrDc1NdHX+/r64HA4qPa4TCYLmOH3L/4dHByEVqvFz3/+84ALmzttcf1tgA22WbBg\nwYIFxUQB/3dhMXArMNkMnj89YzILj8mM2URceBL0EvWQ63EUnYrJDvO9/Px8cDicgC6Z18JEdKdA\n40bmgFkkOHv27HHBHo/Hw4MPPoiBgQF6nMzMTHi93inLYV64cAHLly/HgQMHfJReiBOm0+nED37w\nAzzzzDMwGAywWq3YsmULpXDMnz9/nApNdHQ0ampqKK2DIDExkRakSqVSyhUncok6nQ7p6ek4fPgw\ndQQFQM2U7r33XjQ2NlINceAb6sv777+PK1euwG63+1B/8vLysGjRonHj4H+97dy5Ex6PZ5yk4JIl\nS+7IxfW3ATbYZsGCBQsW32lcrwrKZHE9GbybufCYKNgn5yGUgGs5j95MXG9BLGl3MLpToHHzp3Q4\nHA7w+XyfgNrlcuG9997DzJkzkZub61M0/OWXX055EULGnUkJUiqV2LNnD7xeL2QyGVauXIkVK1ZQ\nF06iEw6M0WKY12FGRgZaW1vpZw4fPuxjKLRz504faUQAKCsro9rl69atowE/83pMTk7GvHnzYLPZ\n0NLSMu69vLw8mEwmWCwWH+rPwYMHA94n/tdbYmIinE6nj8umSCTCb37zG8yaNStgESiLqYENtlmw\nYMGCxXcaNxL0TQa3mx7j+H/t3X90VHV+//HXTDIkkSQmhEQChCSUXwJJDAmBg1JksT+yRwtdtcfi\nVvfgFlxLpZ6Wc6xLV2w9loPt0e1Z1sKu0mLJeliP+aFnf9jdo1RXC5Q1GNhdQMgvYiBBQn6SkJnc\n7x9855pJJjAhc+fXfT7+0mGSvO99zySv+5nP/XyuXtWRI0fMiwfvGsk3ujE2kJ1Hx3IzFyyhnLM7\n/PiGrxAycodE7+PV1dUqKioy67yZtaC9AV/6cmpLW1ubUlJSzNVazpw5Y35ff6vAeM9ra2urMjIy\nfC7czp8/7zNC3dTUZK5q4n2Od6R6+EWUd6lD76ooDQ0NcjqdWrx4sd/X6qeffqpjx44pIyPD54bU\nadOmqba2dlTP/c1VH77L6818eoLrI2wDACJasELfWIEz1NNjjhw54rPknnejmRvdGDty+srs2bO1\nePHigH7mzVywhHLOrvf4xlq9ZeRroKGhwQzbI+eH32ht8+EB2bsl+ci5zU6nU+3t7eZOod/73vd8\nlsWbO3euFi1apEOHDmn9+vXatm2bvvWtb/lsTDN8LXGXy6X8/HxzVRPvcnzTpk0zl+QbHvgzMjIk\nKaB7CRoaGpSUlKTvfe972rBhgxwOhxYsWKCBgQGfC5SR6/YPv7DxTmcJ9acndkHYBgBEtGCFPqtH\nyAM1MjiePn1aDz/88LjXLE9KSrruaiTDLy68G6l4f2YgASocN8SO1evMzEyfTXimTJlibsIzcn74\njBkzrru2+W9+8xsdPXpUXV1dSk1NVVlZmd8pL3l5edq1a5e5tvjMmTO1fPlyTZo0SdK1dbo/++wz\nn5HplpYW7dmzRzt27FB/f7/27dtnrku+dOnSMZdLvHDhgvbt26dLly6Z/+bdFEeSOVI+1kj1f/7n\nf+rZZ59Va2urlixZomXLlumdd97x23N/FzaHDx9Wb2+vKisr1dvba06bSU1N1Zw5c6xsuS0QtgEg\nyKyeYxyOusb62lAca7BCX6QsZTZWoAz2uRx+cTFyHrD3Z46c0rJs2TJz45aJjviPZzfSRYsW6cSJ\nEz6b3QzvdVdXl7n9+MgQbRiGPB6Puru7NW/evBv2ub293WeaxKuvvmou29fe3m7eZFlQUKAnnnhC\njY2N5nKQw/vR0NCgqVOnjhqZ3rRpkzZs2OCz5Xxubq5efvllXb16VcnJyTp58qQMw1BRUZHuvPNO\nv+fOu6qJt87JkyePucPs3/3d3426wPD3Ohve79mzZ/uE6pycHC1evFiffPLJqGkkmBjCNgAEWaSM\noAazrrG+NhTHGqxpHpGylNmyZcvMzV+8AVcK/utmeOgcvuX58BA7ckrL/v37/Ya/m+Fdc/rWW2/V\np59+qr6+Pi1fvlxOp1N1dXV67rnn9Pjjj6u2tlZdXV2jdpu84447zO+VnZ2t999/32+I9p437xzk\nG82B97dGel1d3Zg3WRYXF5u7Qg6/OMjMzDQ34TEMQ7t371ZnZ6cSExPNbdK9K3xMnz5ddXV1kuTz\nM2pqasw1rYdfkNTV1am5uVm7d+9Wa2ursrOzzR0nRx6/d8qL999Wr16t7u5udXV1+Yys33777Tp0\n6JD+4i/+QoODg9qxY4ffUN3Y2BgRF6WxJOCwPWXKFF26dGnU41lZWWprawtqUeHS398vl8tlXtXb\ngdPpVFJSUrjLCBmHw6G+vj7b9Vmi16HkvRFKuvbHqrm5WStWrAjZzx+r1xOpa6yvDfexStd63dnZ\nqaNHj5qhpbS0VHFxcT7PKysrU01NzXWfEyr33HPPqMfGey5v9J6ePXu2zzzgzMxM3XvvvT7P8TcX\n2l9tI7nd7hue7/b2dvX19fnstFlTU6Nly5apqalJjz/+uDlSvX37dvPmvpSUFLW1tfkcW1lZmfl+\n9o4UZ2VlqaamRv39/T439nnnTaempmrBggWjaps/f77PlJSZM2eqsbFRHo9nzBoOHTrkcyFUUVGh\nrVu3avPmzZo+fbq6uro0bdo03XfffXr//ff15JNPatu2beYKH88884wSExPNzWm8G9e0tbXpO9/5\njjZs2KCGhgb19fXp7rvvVlNTk6ZOnapNmzYpKytLTz31lHJzc/WP//iP8ng8ys3NVWdnpz799FOV\nlpb69PrRRx81VzjZvHmz+fUej8cnSI+86PC+3oZ/L5fLpdmzZ4f8b8fwdcBjQcB/gbwNGfmYx+MJ\nakHhlJiY6HNjgB3caM5frHG5XEpLS1Nvb6+t+izR61Dy3lTl/WM1a9askJ77sXo9kbrG+tpwH6t0\nrdfHjh3Tn/zJn9xwVNg7HUC6NoUikuTn5/t8rD979uzrnsvhffY3ZWPx4sU+028WL1486vv5G+0P\npH+BbOV98eLFUauEtLS06OOPP1ZycrLPxcWsWbPMYLlp0yZ1dHTo448/9pm6sXz5clVXV6u5uVlT\npkzR+vXrfabIdHd3+6wV7b2BdGSfCwoK9OKLL44a0U9MTBy1YYz3XJw9e1aDg4NasmSJNm/erDNn\nzqixsVFbt26VdG0ZwKKiIl29elXnzp3T4OC1bdI3b95sXhycO3fOXNHEu3HNli1bfDbQ8e4umZyc\nrBMnTpgXEX19fTpz5oy5ZfvI6TRFRUWqrKzU+fPnzXW6vXnG+/UNDQ0+N22OXF3F+94N5HVjteFr\nlMeCG4btlStXyuFwqL+/X7//+7/v82/nzp0L+QgGAES6SN1pcSJ13cwuhKHkDUNS9H707Xa7b3qu\nbKC7YI401pSWGwlk/vvcuXPV3d3tMxrtnXeclZWlnTt3mv926tQpMxh6t0p///331dvba27M4nQ6\nVVpaqvLycr3yyivmCHFSUpJ+8IMfyOFwKDU19YbL1o2cdjE4eG1zmJGrcLS3t5tf470o2bx5szZt\n2mRuWuNvqop3Hrd32ofL5dKpU6f0+uuv62/+5m/0/e9/3xzhvu222+R2u82fu2HDBj388MPKysrS\nP/3TP5kXEV7eED38oqKjo0OSzDXHk5KSfOaRe79+/vz56uzsNKem5ObmqqKiQm1tbT7vXe+0rcLC\nQtXV1ammpiai7j2JRjcM29/85jdlGIaOHDmixx57zHzc4XDotttu01e+8hVLCwSAaBOpOy1OpK6b\n2YUwlEZ+9B2u+dgTMZG5sjd782d8fLzuvPPOcc/TDmT+e1FRkeLj431WCTly5Ig5wv2v//qv+o//\n+A+1tLSYI67d3d2jtkr3F5i9P3/jxo165plnzDD/5JNPBnQeRtafnZ2t7OzsMY/Je1F5/Phxc9R6\n27ZtSkhIUEFBgc9FpncaS3d3t2655Rbt379fAwMDamtr09atW81Rc+9UmMbGRvPn9vT0mOfnH/7h\nH/Tqq6/K4XCovr5ekswQ7Z2eMnLu94kTJ/SLX/xCe/fu1cWLF7Vv3z653W7V19ers7NThmFo0qRJ\ncjqdSkhI0NKlS3XixAm/u4RG6r0n0eiGYfvRRx+VdO3jmwULFlheEAAA47Vq1SpVV1ervr4+oj5N\nGI9Ab+D0ThlpamrSrFmzVFhYGPKbPwP5RGPkLpJVVVVKTk4266yrq1NaWpruvvtuc/3w3t7egD6l\nKC4u9tnGXrp2sZKVlRXQeRir/pGPjZye472oa2lp0WuvvaYdO3aMCqoLFy406x7rey9evFgvvvii\njhw5ooqKCjOcFxcXj1pvu7CwULfddpsuXbqkH/7wh+rt7dWVK1d8ztHFixfNFVDee+89vfvuu3K5\nXKqqqlJhYaEyMzN1+fJlDQwM6IsvvlBBQYGKior06aefjhmoI2X1nlgQ8JztBQsW6MKFCzp8+LAu\nXrwowzDMf9uwYYMlxQEAEAiXy6XS0lJzo5NoFOiUHH8jjt45u6GYzuMNoMN/ViDTC/Ly8rRz505t\n27ZNPT09Wrp06aipC5988ol5XNcLzHFxcT7b2Hufm5WVFdB5GOsTmZGPjZyb/pOf/MScdpOTkzNq\nBZXh61j7+97eqRnvvPOOuQzgjBkzlJOTo9bWVk2aNGlU/d7pM8PnTY/ctt17s6N3xD0pKUmLFi0y\nv374RY+3fzU1Ndddf33kqi65ubk37DH8CzhsV1VV6etf/7rmzp2rEydOaNGiRTp+/LjuuusuwjYA\nABMU6JScsUYcQzWd52anFxQWFmrXrl1qbGxUaWmp35De2Nio3bt3myO9RUVF171wGHmBsnDhQvM8\nBsPIc33q1CmtW7dOd95555i7XV7PyLXPX3vtNb3wwgv6xje+4XNj5rp16677fUYet2EY5oj7888/\nr6qqKp+lE69Xw1gXNi6Xy2f7d7ut4BVMAZ+5bdu2ae/evXrwwQeVnp6uTz75RHv37tWJEyesrA8A\ngKAYayOVSNt86EZCPWVkpJudXhDIxUReXp7a2tr07LPPmtMgrtcTq+8ZuN65Hk8fvK897woj0rW1\nz//5n//ZXD1E+nL5xeXLl/u8VsvKyny+38jj9k7DCeSTjUDWX5ekzz77TM8++6z5/7t27fK70yZu\nLOCw3dTUpAcffNDnsUcffVTTpk3Tv/zLvwS9MAAAEFX8tgAAIABJREFUgmnkiOz+/fuvu613pPKO\najY3N5tztkPJyrAfKavb+Kvn937v9+R2u1VVVWXOuw60Vu9rb/gqJt452YmJiaPO58jXak1NzXW/\n/3guOob3z1vDmjVrrvu8aL3pOFIEHLazsrJ04cIF3XbbbcrLy9PHH3+sqVOnxtQ62wCA2OVvA5do\nvAHMG6xWrFgRlrXzrQzEkbK6jZfT6dSiRYvU19enCxcu6Jvf/Kbf5RVvxPta8zenemhoaNTyi++8\n886o12qwzvP1LiAKCwtlGIbq6urU2tqq/fv3q729PSIufKJZwGH7L//yL/Xhhx/q/vvv11NPPaXV\nq1fL6XTqb//2b62sDwAQZv42TAnVdItg/mx/I3WM3I1fpAViq3m3tN+yZctNX5x5X2v+5lQ7nc5R\nyy9a+doc3r/a2lr96Z/+qc8FhMPhGDUnf6z53whMwGF769at5i+4Rx55RHfffbd6e3t1++23W1Yc\nACD8wrnebjB/9sgR2fFMA8DEhPOCbaK8o9LeTWJuJgCP99OAkc8vLS21ZMdTf5/ueP97+GN2ubCy\nSkBh2+PxKDk5WZcvX1ZCQoKka1urAgCCJ1IDSTinWwTzZ/sbkbVyhDZS+xkO0bxBineU2TsFJDk5\nWQsWLBjXxZm/1971Xh8jnx8XFzfqewbj9TXWCDqf+ARXQGE7Li5O8+bN0xdffKHp06dbXRMA2FKk\nBpJwTreI5qkekdrPcIjW+fGS/y3tg7EM3kRfH8F4fQW6uQ8mJuBXy8MPP6x7771XW7Zs0cyZM+Vw\nOMx/Y8t2AJi4SA0kgX4EbsVIbqStTjEekdrPcIy4h/KiKdjHd7Nb2t9IQ0ODCgoKtHnzZrW2tqqr\nq0tutzvgIB+M11egm/tgYgIO26+88ookafv27T6POxwOnT17NqhFAYAdReoobqA3xFkxkhvNN+NF\naj/DMeIeyoumaPlEIS8vT5s3b9amTZt8lqMMNNRH6usLowUctuvr662sAwBsL5pHcaXIHcmVwjOa\nG6n9DEefQnnRFMmvw+EKCwtVUVExaom/QMN2pL6+MBp7bwJAhIjmUVwpskfawjHaGan9jOQ+BUO0\nHJ/T6VR+fv5N1xqpry+MFnDY7urq0vbt23Xw4EFdvHhRhmGY/9bU1GRJcQCA6BHJI23RMtoZCpHc\np+vxeDw6duyYmpublZOTo4KCAr+fTkTT8fm7+TKSsKJOcAQctp944gmdO3dO3/nOd/T1r39d//Vf\n/6UXX3xR999/v5X1AQCiRCSPtEXLaGcoRHKfrifQTyei6fisuvkyWKJl/nukCzhsv/vuu/rtb3+r\njIwMxcXFae3atSotLdV9992np556ysoaAQCYkGga7YR/fDoRepzz4Ag4bA8NDenWW2+VJCUnJ6uz\ns1PZ2dn67LPPLCsOAIBgiKbRTvjHpxOhxzkPjoDDdlFRkQ4ePKg1a9Zo5cqVeuKJJ5ScnKx58+ZZ\nWR8AAIAKCwtVXV3tM2cb1uIToeAIOGz/4Ac/MP/7u9/9rp555hl1dnbq9ddft6QwAAAAL6fTqdLS\nUpWXl6u9vd2c3gDr8IlQcAR8S+nLL7+s8+fPS5KysrL0wx/+UE8++aR2795tWXEAAABANAs4bP/o\nRz9SaWmpz2MlJSWqqKgIelEAAABALAg4bDscDg0NDfk85vF4Rj0GAAAA4JqA52yvXLlS27Zt086d\nO+V0OjU0NKTt27dr5cqVVtY3IW63W3v37jUvChYuXKi777473GUBAADAJgIO29/97nd17733Kjs7\nW7m5uWpqalJ2drbefvttK+ubkPj4eD366KOaNGmShoaG9Oqrr2rOnDmaOXNmuEsDAACADQQctmfO\nnKlf//rXOnz4sLnsTllZWcRv2zlp0iRJ10a5h4aG5HA4wlwRAAAA7CLgsC1dWwJm+fLlWr58uVX1\nBN3Q0JD27NmjS5cuqaysTDNmzAh3SQBsyOPxqK6uTg0NDeZ6tZEwWBGpdYVTMM5JNJzXaKhR8q0z\nPz9f99xzT7hLuilXr17VkSNHzPO9bNkyxcePK4YhSsV8l51Opx5//HH19/frjTfeUFtbm7KystTV\n1aWenh6f5yYnJ9vuhR8XFyeXyxXuMkLG21+79Vmi1+F27NgxrVu3ztyJrbq6etQKT8Eynl7X1tb6\n1FVVVaWlS5daUlcwud1u1dbWmgFszZo1E+6193t+8cUX2rBhw4R6FYp+T/Q9bXWNw3uUl5en4uJi\nxcXFTbjOn/zkJyopKQlancONt+bxPP+jjz7Sww8/bB7H/v37A76PbKK97uzs1P/93/+psbFRubm5\nWr58uSZPnjzmscydO1cdHR3m+2vFihUh/fsRKb+3gyW2juY6EhMTlZ+fr88++0xZWVk6evSoDh48\n6POcVatWafXq1WGqEKGUnp4e7hIQIpHS6+bmZnMTjsHBQTU3N6u8vDzMVUmnT5/2qev06dP66le/\nGuaqbuwXv/iF1q5d6xPAxjPiefXqVf3P//yPzp49q9mzZ2vVqlU6ePCg1q5dqy1btky4V5Ha7+Gs\nrnGiPRqrzrNnz1o2uj3emsfz/Pr6ep/jaGhoUGZmpiXHMdIvf/lLPfLII2ad+/bt00MPPeTznOHH\n8tprr2nTpk3m8ysqKvTAAw+EpNZYFNNhu7e3V3FxcUpMTNTg4KDOnDmju+66S9K1NcLnz5/v8/zk\n5GR1dHTI7XaHo9ywSEhI0MDAQLjLCJn4+Hilp6fbrs8SvQ63nJwcuVwu849XTk6O2tvbLflZ4+l1\nRkaGT10ZGRmW1RVMIy8Szp49e8NeDx+5y8zM1Pr1631GdRsaGjQ4OKiUlJQJ9yoU/Z7oe9rqGv1d\nyBUVFU24ztmzZ/vtdTBG0sdb83ien5+f73Mc+fn5AZ/vifa6sbHRp87Gxkafn+12u3X8+HHzOa2t\nrT7Pr6+vD+nvBe/v71gR02G7p6dHlZWVMgxDhmFo8eLFmjdvniQpNTVVqampo77GblvAxsfH2+p4\nvdxut+2Om16HV0FBgSorK9XY2Ki8vDwVFBRYVtd4ep2VlaVt27apu7tbqampysrKiojzdSO5ubmj\nAtiNej18yszWrVtHhYm8vDy5XC7t2bNH27ZtU2pqqubNm3dTvQpFvyf6nra6xpE9ys3NvanvP7zO\n/Px8rVq1SpcvXx71vUZOiaqsrBz3NuPjrXk8zy8rK9P+/fvNi4GysrKAz8dEe32jOmtra9Xd3W0+\nJzs72+f5eXl5UfF7IVI5DMMwwl1EJLFb2E5KStKVK1fCXUbIuFwuZWZm2q7PEr22k/H0emhoSMeO\nHTMDV6TeJDfS8Lq9N835C2DDVVVV6a/+6q8kSc8995yef/55n7nqhYWFUXUuIv09bcVr63rv6+H9\nlaRdu3Zp3bp1ltYcqvfPRHt95coVHTlyxJyzvXTpUiUlJZn/XlVVpRdeeEEbN25Ud3e3VqxYIbfb\nHbabOb19jhWE7RHs9oc50n9ZBxsBjF7bAb32b/jIZ25url588UW1t7dHRbD2x259lq7fa383+95x\nxx1hqjS4rO51pJ27WAvbMT2NBAAQW/wtVxeowsJCn2kT0RiwMTZ//UVgOHfWImwDAKJGXV3dqHm5\nZWVlAX2t0+lUcXHxuOfxIjrQ35vHubMWl/QAgKjhXTFE+nJVBQCIZIRtAEDU8K4YIslcJQEAIhnT\nSAAAUYO5pQCiDWEbABA1mFsKINowjQQAAACwCCPbAABEGY/Ho0OHDuns2bMsYwhEOMI2AABRxt8S\niEytASITl8EAAEQoj8ej2tpaVVVVqba2VkNDQ5JYAhGIJoxsAwAQocYawfYugeh9nCUQgchF2AYA\nIEL5G8EuLi5WYWGhampqfOZsA4hMhG0AACLUWCPYTqdTy5YtI2QDUYCwDQBAhGITHyD6EbYBAIhQ\nbOIDRD9WIwEAAAAsQtgGAAAALELYBgAAACxC2AYAAAAswg2SAADA1jwej+rq6tTQ0GCu+uJ0Mh6J\n4CBsAwAAWxtrp04gGLhsAwAAtuZvp04gWAjbAADA1rw7dUry2akTCAamkQAAAFtjp05YibANAABs\njZ06YSXCNgAAUcjtdqu2tpYVNIAIR9gGACAKHT16lBU0YAmWQgwuwvYw/f39crlcio+3z2lxOp1K\nSkoKdxkh43A41NfXZ7s+S/TaTui1PYxcQaO5uVkrVqwIc1XWsmuvQ/2ePnTokM+FXE1NjZYtWxay\nn+9wOEL2s0LBPq/UACQmJqq7u9v85WUHSUlJunLlSrjLCBmXy6W0tDT19vbaqs8SvbYTem0P3hU0\nvIFo1qxZMd93u/Y61O/ps2fP+lzInT17NqQ3jXpXhokVhG0AAKJQaWkpK2jAEiMv5FgKcWII2wAA\nRKG4uDhW0IAlWAoxuAjbAAAAMLEUYnBxaykAAABgEcI2AAAAYBHCNgAAAGAR5mwDAGAhNggB7I2w\nDQCAherq6tjpMUpxoYRgIGwDAGChkTs9NjY2ErajBBdKCAYuzwAAsJB3gxBJbBASZfxdKAHjxcg2\nAAAWYoOQ6MVOiggGwjYAABZig5DoxYUSgoGwDQAA4AcXSggG5mwDAAAAFiFsAwAAABYhbAMAAAAW\nIWwDAAAAFiFsAwAAABYhbAMAAAAWIWwDAAAAFiFsAwAAABYhbAMAAAAWIWwDAAAAFiFsAwAAABYh\nbAMAAAAWsUXYHhoa0r//+7+roqIi3KUAAADARmwRtg8dOqTMzMxwlwEAAACbifmw3dnZqdOnT2vJ\nkiXhLgUAAAA2Ex/uAqz285//XH/wB3+ggYGBcJcCAAAilMfjUV1dnRoaGpSXl6fCwkI5nTE/JokQ\niOmwferUKU2ePFnZ2dmqr6/3+beuri719PT4PJacnKz4+Jg+JaPExcXJ5XKFu4yQ8fbXbn2W6LWd\n0Gt7sFufpdG9HhgY0P/+7/+qvr5e+fn5WrFixU2fk2PHjmndunUaHByUy+VSdXW1SktLg1b7RNit\n17H2Xo6toxmhqalJJ0+e1OnTp+V2uzUwMKC33npLX/va13T06FEdPHjQ5/mrVq3S6tWrw1QtQik9\nPT3cJSBE6LV90Gv78Pb6zTff1Pr1682AXFFRoQceeOCmvmdzc7MGBwclSYODg2publZ5eXnQaoZ9\nxXTYvueee3TPPfdIkhoaGvTRRx/pa1/7miSppKRE8+fP93l+cnKyOjo65Ha7Q15ruCQkJNhqik18\nfLzS09Nt12eJXtsJvbYHu/VZGt3r+vp6n4BcX1+v9vb2m/reOTk5crlcZnDPycm56e8VbHbrtbfP\nsSKmw/b1pKamKjU1ddTj7e3t5hvXDuLj4211vF5ut9t2x02v7YNe24Nd+yx92eu8vDyfgJyXl3fT\n56SgoECVlZVqbGxUXl6eCgoKIub82rnXscA2YTsvL095eXnhLgMAAATJsmXLtH//fvOmxmXLlt30\n93I6nSouLlZxcXEQKwRsFLYBAEBsiY+P15133qk777wz3KUAY2JNGwAAAMAijGwDAABEANb6jk2E\nbQAAgAhQV1fns9Z3ZWUlc8hjAJdLAAAAEaChocFnKcPGxsYwV4RgIGwDAABEAO9ShpLMpQwR/ZhG\nAgAAEAEKCwt91vouLCwMd0kIAsI2AABABGCt79jENBIAAADAIoRtAAAAwCKEbQAAAMAihG0AAADA\nIoRtAAAAwCKEbQAAAMAihG0AAADAIoRtAAAAwCKEbQAAAMAihG0AAADAIoRtAAAAwCKEbQAAAMAi\nhG0AAADAIoRtAAAAwCKEbQAAAMAihG0AAADAIoRtAAAAwCKEbQAAAMAi8eEuAAAAAOHh8XhUV1en\nhoYG5eXlqbCwUE4nY7HBRNgGAACwqbq6Oq1bt06Dg4NyuVyqrKxUcXFxuMuKKYTtYfr7++VyuRQf\nb5/T4nQ6lZSUFO4yQsbhcKivr892fZbotZ3Qa3uwW58lem2FpqYmDQ4OSpIGBwfV3NysFStWWPKz\nAuVwOML684PNPq/UACQmJqq7u9t80dlBUlKSrly5Eu4yQsblciktLU29vb226rNEr+2EXtuD3fos\n0WsrzJo1Sy6XyxzZnjVrVthfVy6XK6w/P9gI2wAAADZVWFioyspKNTY2mnO2EVyEbQAAAJtyOp0q\nLi5mnraFuN0UAAAAsAhhGwAAALAIYRsAAACwCGEbAAAAsAhhGwAAALAIYRsAAACwCGEbAAAAsAhh\nGwAAALAIYRsAAACwCGEbAAAAsAhhGwAAALAIYRsAAACwCGEbAAAAsAhhGwAAALAIYRsAAACwCGEb\nAAAAsAhhGwAAALAIYRsAAACwCGEbAAAAsAhhGwAAALAIYRsAAACwCGEbAAAAsAhhGwAAALBIfLgL\nsNpLL72kxMREORwOOZ1Obdy4MdwlAQAAwCZiPmw7HA594xvfUFJSUrhLAQAAgM3YYhqJYRjhLgEA\nAAA2FPMj25K0b98+OZ1OlZSUqKSkJNzlAAAAWMLj8aiurk4NDQ3Ky8tTYWGhnE5bjK1GrJgP2489\n9phSUlLU29urffv2aerUqcrNzVVXV5d6enp8npucnKz4+Jg/JT7i4uLkcrnCXUbIePtrtz5L9NpO\n6LU92K3PEr0OxLFjx7Ru3ToNDg7K5XKpurpapaWlFlcYXLHW39g6Gj9SUlIkSZMnT9btt9+ulpYW\n5ebm6ujRozp48KDPc1etWqXVq1eHo0yEWHp6erhLQIjQa/ug1/ZBr8fW3NyswcFBSdLg4KCam5tV\nXl4e5qrsLabD9tWrV2UYhhISEnT16lWdOXNGq1atkiSVlJRo/vz5Ps9PTk5WR0eH3G53OMoNi4SE\nBA0MDIS7jJCJj49Xenq67fos0Ws7odf2YLc+S/Q6EDk5OXK5XObIdk5Ojtrb2y2uMLi8fY4VMR22\ne3t79cYbb8jhcGhoaEgFBQWaM2eOJCk1NVWpqamjvqa9vd28IrSD+Ph4Wx2vl9vttt1x02v7oNf2\nYNc+S/T6egoKClRZWanGxkbl5eWpoKDAVucqEsV02E5PT9e3vvWtcJcBAAAQEk6nU8XFxSouLg53\nKfj/uD0VAAAAsAhhGwAAALAIYRsAAACwCGEbAAAAsAhhGwAAALAIYRsAAACwCGEbAAAAsAhhGwAA\nALAIYRsAAACwCGEbAAAAsAhhGwAAALAIYRsAAACwCGEbAAAAsAhhGwAAALAIYRsAAACwCGEbAAAA\nsAhhGwAAALAIYRsAAACwCGEbAAAAsAhhGwAAALAIYRsAAACwCGEbAAAAsAhhGwAAALAIYRsAAACw\nCGEbAAAAsAhhGwAAALAIYRsAAACwCGEbAAAAsIjDMAwj3EVEiv7+fvX398tOp8TpdGpoaCjcZYSM\nw+HQpEmTdPXqVVv1WaLXdkKv7cFufZbotV04HA6lpaWFu4ygiQ93AZEkMTFR3d3dGhwcDHcpIZOU\nlKQrV66Eu4yQcblcSktLU29vr636LNFrO6HX9mC3Pkv02i5cLle4SwgqppEAAAAAFiFsAwAAABYh\nbAMAAAAWIWwDAAAAFiFsAwAAABYhbAMAAAAWIWwDAAAAFiFsAwAAABYhbAMAAAAWIWwDAAAAFiFs\nAwAAABYhbAMAAAAWIWwDAAAAFiFsAwAAABYhbAMAAAAWIWwDAAAAFiFsAwAAABYhbAMAAAAWIWwD\nAAAAFiFsAwAAABYhbAMAAAAWIWwDAAAAFiFsAwAAABYhbAMAAAAWIWwDAAAAFokPdwFW6+/vV01N\njdra2uRwOLR27VrNnDkz3GUBAADABmI+bP/0pz/V3Llz9Wd/9mfyeDwaHBwMd0kAAACwiZieRtLf\n36+mpiYVFxdLkuLi4pSYmBjmqgAAAGAXMT2yffnyZd1yyy2qqqrS+fPnNX36dJWXl8vlcoW7NAAA\nANhATIftoaEhtba26qtf/apmzJihn/70p/rwww+1evVqdXV1qaenx+f5ycnJio+P6VMySlxcnK0u\nPrz9tVufJXptJ/TaHuzWZ4le20Ws9Te2jmaE1NRUpaamasaMGZKkhQsX6le/+pUk6ejRozp48KDP\n83Nzc3X//fcrPT095LUiNLq6uvTee++ppKSEPsc4em0f9No+6LU9DO9zampquMuZsJgO28nJybr1\n1lt18eJFTZ06VfX19crMzJQklZSUaP78+eZz29vbVVlZqZ6enphoLPzr6enRwYMHNX/+fPoc4+i1\nfdBr+6DX9hBrfY7psC1J5eXleuutt+TxeJSenq5169ZJ+nLUGwAAALBKzIftadOmaePGjeEuAwAA\nADYU00v/AQAAAOEUt3379u3hLiISGIahSZMmKS8vTwkJCeEuBxahz/ZBr+2DXtsHvbaHWOtzzE8j\n8Xr//fd19OhRTZ48WZK0Zs0azZ07V5L0wQcf6JNPPpHT6VROTo45l/vzzz9XVVWV3G635s6dq/Ly\nckmS2+1WZWWlWltbdcstt+iBBx5QWlpaeA4M43LhwgUdP35cdXV1WrJkie66665wl4Rxeumll5SY\nmCiHwyGn06mNGzfqypUr+vGPf6zOzk6lpaXpwQcfVGpqqlavXu3z/v7jP/5jzZkzR9LY72+ET3V1\ntU6dOqXJkyfriSeekCS/vfVuTjayt/zujh7+eh3o32l6HT06OztVWVmp3t5eORwOLVmyRMuXLw/4\nfR0zmcywiffee8/41a9+NerxtrY245VXXjHcbrdx6dIl4+WXXzaGhoYMwzCMPXv2GOfOnTMMwzBe\nf/114/Tp04ZhGMbhw4eNt99+2zAMw6irqzMOHDgQoqPARHg8HuPll182Ojo6DLfbbXz/+9832tra\nwl0Wxumll14y+vr6fB579913jQ8++MAwDMP44IMPjHfffdcwDMO4cOHCuN/fCJ+Ghgbj888/N3bt\n2mU+Fsze8rs7cvjrNX+nY09XV5fx+eefG4ZhGP39/ca//du/GW1tbbZ7X9t+zvbvfvc7LV68WHFx\ncUpPT1dGRoZaWlrU3d2tgYEBc43uoqIi/e53vzO/5o477pB0be3u+vr6sNWPwLW0tCgjI0NpaWmK\ni4vT4sWLdfLkyXCXhZtgGIbP/w9/Tw5/r548eXLc72+ET25urpKSknweC2Zv+d0dOfz1eiz8nY5e\nKSkpys7OliQlJCRo6tSp6urqst372jbTSCTp8OHDOnbsmKZPn64/+qM/UmJiorq7uzVz5kzzOSkp\nKerq6pLT6fRZGjA1NVVdXV2SpO7ubvPfnE6nEhMT1dfXp1tuuSW0B4RxGd436VpPW1pawlgRbta+\nffvkdDpVUlKikpIS9fb2Kjk5WdK193Bvb68k3dT7G5ElmL3ld3fk4+907Oro6ND58+c1c+ZM272v\nYyps79u3b9QW7NK1eV9Lly7VqlWr5HA49Mtf/lI///nPtXbt2qD83JGjbACs89hjj5m/nF9//XVN\nnTp11HMcDkcYKkMoBLO3/O6OLPydjl0DAwM6cOCAysvL/d7wGOvv65gK24888khAzyspKVFFRYWk\nL6+avLq6upSamjrm48O/JjU1VUNDQxoYGIioKyj4l5KSos7OTvP/h/cU0SMlJUWSNHnyZC1YsEAt\nLS1KTk5WT0+PkpOT1d3dbd5gdTPvb0SWYPaW392Rzdtbib/TscTj8ejAgQMqKirSggULJNnvfW2b\nOdvd3d3mf//2t79VVlaWJGn+/Pk6fvy43G63Ojo6dOnSJc2YMUMpKSlKSEjQuXPnZBiGjh07Zm7v\nPn/+fNXW1kqSTpw4ofz8/NAfEMZtxowZunTpki5fviy3263jx4+bPUV0uHr1qgYGBsz/PnPmjLKy\nsnzekyPfq+N9fyO8Ro5KBbO3/O6OLCN7zd/p2FRdXa3MzEwtX77cfMxu72uHEYnj7RZ46623dP78\neTkcDqWlpem+++4z5wt98MEH+vWvf624uLiAlgZzu93m90tKStIDDzyg9PT0sB0bAnf69Gn97Gc/\nk2EYKi4u1sqVK8NdEsaho6NDb7zxhhwOh4aGhlRQUKCVK1eqr69PP/7xj9XV1aVbb71VDz74oHnz\n1Xjf3wifN998Uw0NDbpy5YomT56s1atXa8GCBTpw4EBQesvv7sjhr9f19fX8nY4xTU1N2rt3r7Ky\nssypImvWrNGMGTOC9js7Gnptm7ANAAAAhJptppEAAAAAoUbYBgAAACxC2AYAAAAsQtgGAAAALELY\nBgAAACxC2AYAAAAsQtgGAAAALELYBgAAACxC2AYAAAAsQtgGAAAALELYBgAAACxC2AYAAAAsQtgG\nAAAALELYBgAAACxC2AYAAAAsQtgGAAAALELYBgAAACxC2AYAAAAsQtgGgBj14Ycf6vbbbw93GQBg\naw7DMIxwFwEAAADEIka2ASAGeTyecJcAABBhGwCiSn5+vnbs2KFFixYpIyNDjz32mK5evaqDBw8q\nJydHO3fuVHZ2tjZs2GA+5nXu3Dndf//9ysrKUmZmpp588knz31577TUtXLhQGRkZKi8vV1NTUzgO\nDwBiDmEbAKJMRUWF/vu//1tnzpzRyZMn9fzzz0uSzp8/r8uXL6upqUl79uyRJDkcDknS0NCQ7r33\nXuXn56upqUktLS166KGHJEnV1dXasWOHqqqq1N7erpUrV+rP//zPw3NwABBjCNsAEGX++q//WtOn\nT1daWpq+/e1v60c/+pEkKS4uTs8995xcLpcSEhJ8vubQoUNqbW3Vzp07lZiYqEmTJmnFihWSpN27\nd+vv//7vNW/ePDmdTj399NOqra1Vc3NzyI8NAGINYRsAoszMmTPN/87NzdXnn38uScrMzJTL5fL7\nNefOnVNubq6cztG/9hsbG7VlyxZNmTJFU6ZMUUZGhhwOh1paWqw5AACwkfhwFwAAGJ/hI86NjY2a\nPn26pC+njPiTk5OjpqYmDQ0NjQrcs2bN0rZt25g6AgAWYGQbAKLMrl271NLSokuXLumFF14w515f\nbyXXsrIyZWdn6+mnn1ZfX58GBgb00UcfSZLcy9doAAAAz0lEQVQ2bdqkF154Qb/5zW8kSZ2dnXrz\nzTetPxAAsAHCNgBEmfXr1+sP//APNWfOHM2dO1ff/va3JV1/ZNvpdOrtt9/W6dOnNWvWLOXk5OjA\ngQOSpHXr1unpp5/WQw89pLS0NBUWFupnP/tZSI4FAGIdm9oAQBTJz8/Xq6++qq985SvhLgUAEABG\ntgEAAACLELYBIIpcb6oIACDyMI0EAAAAsAgj2wAAAIBFCNsAAACARQjbAAAAgEUI2wAAAIBFCNsA\nAACARQjbAAAAgEX+H98nwPpSy6oXAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10f508e90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (284494033)>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(diamonds, aes(x='price', y='carat')) + \\\n",
    "    geom_point() + \\\n",
    "    scale_y_reverse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAArkAAAIACAYAAACGm3QJAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAIDi/D8O5RE+NdD3+wAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110191fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285315485)>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='speed')) + \\\n",
    "    geom_histogram() + \\\n",
    "    scale_y_reverse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtsAAAIACAYAAABTiaBEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1102b7b10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285437269)>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='speed', y='pos')) + \\\n",
    "    geom_line() + \\\n",
    "    scale_y_reverse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAtsAAAIACAYAAABTiaBEAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x110139cd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<ggplot: (285646601)>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ggplot(pigeons, aes(x='speed', y='pos')) + \\\n",
    "    geom_line() + \\\n",
    "    scale_x_reverse() + \\\n",
    "    scale_y_reverse()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
